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IPS e.max® and IPS Empress® are registered trademarks of Ivoclar Vivadent AG, Liechtenstein. | 3M™, ESPE™, Lava™ and RelyX™ are trademarks of 3M or 3M ESPE AG. Used under license in Canada. | VITABLOCS® is a registered trademark of VITA Zahnfabrik H. Rauter GmbH & Co. KG, Germany. | Dolder® is a registered trademark of Prof. Eugen Dolder, former director, School of Dentistry of Zurich. | MP-Clip® is a registered trademark licenced to Cendres+Métaux Holding SA, Switzerland. | Ackermann Bar® is a registered trademark licenced to Cendres + Métaux Holding SA, Switzerland.
© Institut Straumann AG, 2015. All rights reserved. Straumann® and/or other trademarks and logos from Straumann® that are mentioned herein are the trademarks or registered trademarks of Straumann Holding AG and/or its affiliates. | [
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"Feder performs the storyteller's prime task: to get us to urgently need to know "what happens next?" He is the mesmerizing shaman who draws us in as we sit around the campfire and follow his every word. But these are no lightweight stories he's telling. These are tales of the inner workings of the human mind and heart, skillful inter-weavings of drama, insight, and humor. Read them and weep–also laugh, sigh, and shudder with recognition. | [
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Cosmos Sokrat Clock screensaver - dive in space trips with our clock counting time!
Whirling pictures of events in outer space. Fractal views of stars, galaxies and nebulas fascinate your imagination with colors and rotations carrying you far away.
And above all these accurate rate of the geometrically elegant Cosmos Socrat Clock. | [
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] |
G.R. No. 200837, June 05, 2013 - MAERSK FILIPINAS CREWING INC./MAERSK SERVICES LTD., AND/OR MR. JEROME DELOS ANGELES, Petitioners, v. NELSON E. MESINA, Respondent.
MAERSK FILIPINAS CREWING INC./MAERSK SERVICES LTD., AND/OR MR. JEROME DELOS ANGELES, Petitioners, v. NELSON E. MESINA, Respondent.
This Petition for Review on Certiorari,1 under Rule 45 of the Rules of Court, assails the Decision2 dated October 27, 2011 of the Court of Appeals (CA) in CA-G.R. SP No. 113470 which reversed and set aside the Decision3 dated July 23, 2009 of the National Labor Relations Commission (NLRC) and reinstated the Decision4 dated April 14, 2008 of the Labor Arbiter (LA) awarding US$75,000.00 total disability benefits to Nelson Mesina (respondent) as well as attorney's fees.
Likewise assailed is the CA Resolution5 dated February 29, 2012 which denied reconsideration.
As a steward, the respondent's functions involved kitchen-related services, cleaning accommodation spaces and performing laundry services, as may be required. Thus, while on board he cooked and served three meals everyday for sixty (60) persons. He also washed a cabin-load of dirty laundry all by himself using strong detergent and fabric conditioner. He was further ordered by the vessel's captain to wash-paint the decks from second to fourth deck using special soap and chemicals.
Sometime in June 2005, the respondent started to feel unusual itchiness all over his body followed by the appearance of small spots on his skin. He initially deferred seeking medical attention but when the itching became unbearable in October 2005, he requested for a thorough medical check-up.
He was subjected to medical check-up on board. After considering the extent of the rashes on his upper torso8 and the fact that he is engaged in food preparation and service, he was medically repatriated on October 7, 2005.
Upon arrival in the Philippines, the respondent was referred to the petitioners' company-designated physician, Dr. Natalio Alegre II (Dr. Alegre),9 before whom he reported for treatment twice a week for eight (8) months. The respondent also underwent phototherapy for not less than twenty (20) sessions. During all these times, the petitioners shouldered the medical expenses of the respondent and paid him sick wage benefits.
Mr. Nelson E. Mesina followed-up on 23 June 2006.
The complete hepatitis profile was normal. The SGPT and SGOT were elevated indicating liver inflammation.
Ultrasound of the liver showed severe fatty infiltration.
Essentiale Forte three times daily is prescribed and follow-up is requested on 23 July 2006.
Based on Dr. Alegre's finding that psoriasis is not work-related, the petitioners discontinued paying the respondent's benefits. Aggrieved, the respondent sought the assistance of his union, the Associated Maritime Officers' and Seamen's Union of the Philippines (AMOSUP), which submitted him for diagnosis to Dr. Glenda Anastacio-Fugoso (Dr. Fugoso), a dermatologist at the Seaman's Hospital.
In view of the conflicting findings of the two doctors on the causal connection between respondent's illness and work, the parties pursued grievance machinery under the Total Crew Cost-International Maritime Employers Committee-Collective Bargaining Agreement (TCC-IMEC CBA). Their conferences, however, yielded no settlement. This prompted the respondent to commence the herein complaint for the payment of full disability benefits, damages, and attorney's fees before the LA.
The respondent claimed that his illness is compensable because it manifested during his employment aboard the petitioners' vessel. He further averred that it was triggered by his exposure to strong detergent soap and chemicals which he used in washing the dishes, laundry and ship decks. Upon the other hand, the petitioners denied liability on the basis of Dr. Alegre's declaration that it is not a work-related ailment and psoriasis is not an occupational disease under the 2000 Philippine Overseas Employment Administration-Standard Employment Contract for Seafarers (POEA-SEC).
Our own research confirms that [respondent's] illness can be reasonably related to his work as steward. Not every everyone [sic] who has the gene mutations gets psoriasis and there are several forms of psoriasis that people can develop. Certain environmental triggers play a role in causing psoriasis in people who have these gene mutations. Also, psychological stress has long been understood as a trigger for psoriasis flares, but scientists are still unclear about exactly how this occurs. Studies do show that not only can a sudden, stressful event trigger a rash to worsen[;] daily hassles of life can also trigger a flare. In addition, one study showed that people who are categorized as "huge worriers" were almost two times less likely to respond to treatment compared to "low worriers". (//dermatology.about.com/od/psoriasisbasics/a/psorcause.htm). Sometime[s] even mild injuries to the skin such as abrasions can trigger psoriasis flares. This is called koebner phenomenon. (www.psoriasiscafe.org/psoriasis-cause.htm).
WHEREFORE, premises considered, judgment is hereby rendered ordering [petitioners] to pay the [respondent], jointly and severally, the amount of US$75,000.00 representing his total disability benefits, plus attorney's fees of US$7,500.00, in Philippine currency, at the rate of exchange prevailing at the time of actual payment. All other claims are dismissed.
WHEREFORE, premises considered, the appealed Decision is hereby REVERSED and SET ASIDE, and another one entered DISMISSING the instant complaint for lack of merit.
The CA sustained the LA's judgment elaborating that inasmuch as the actual cause of psoriasis is unknown and given the probability that its onset was caused by factors found within the respondent's work environment, the doubt as to whether his illness is work-related should be resolved in his favor.
WHEREFORE, the foregoing considered, the assailed Decision dated 23 July 2009 of the National Labor Relations Commission in NLRC LAC No. (OFW-M) 07-000527-08 is REVERSED and SET ASIDE, and the Decision dated 14 April 2008 of the Labor Arbiter Romelita N. Rioflorido rendered in NLRC NCR CASE No. OFW-(M)-06-06586-07 is hereby REINSTATED.
The petitioners moved for reconsideration but their motion was denied in the CA Resolution20 dated February 29, 2012.
The primordial issue submitted for the Court's resolution is whether or not the respondent is entitled to permanent total disability benefits.
For this purpose, the seafarer shall submit himself to a post employment medical examination by a company-designated physician within three working days upon his return except when he is physically incapacitated to do so, in which case, a written notice to the agency within the same period is deemed as compliance. Failure of the seafarer to comply with the mandatory reporting requirement shall result in his forfeiture of the right to claim the above benefits.
6. In case of permanent total or partial disability of the seafarer caused by either injury or illness the seafarer shall be compensated in accordance with the schedule of benefits arising from an illness or disease shall be governed by the rates and the rules of compensation applicable at the time the illness or disease was contracted.
The conflicting findings of the company's doctor and the seafarer's physician often stir suits for disability compensation. As an extrajudicial measure of settling their differences, the POEA-SEC gives the parties the option of agreeing jointly on a third doctor whose assessment shall break the impasse and shall be the final and binding diagnosis.
After a circumspect evaluation of the conflicting medical certifications of Drs. Alegre and Fugoso, the Court finds that serious doubts pervade in the former. While both doctors gave a brief description of psoriasis, it was only Dr. Fugoso who categorically stated a factor that triggered the activity of the respondent's disease – stress, drug or alcohol intake, etc. Dr. Alegre immediately concluded that it is not work-related on the basis merely of the absence of psoriasis in the schedule of compensable diseases in Sections 32 and 32-A of the POEA-SEC. Dr. Alegre failed to consider the varied factors the respondent could have been exposed to while on board the vessel. At best, his certification was merely concerned with the examination of the respondent for purposes of diagnosis and treatment and not with the determination of his fitness to resume his work as a seafarer in stark contrast with the certification issued by Dr. Fugoso which categorically declared the respondent as "disabled." The certification of Dr. Alegre is, thus, inconclusive for purposes of determining the compensability of psoriasis under the POEA-SEC. Moreover, Dr. Alegre's specialization is General Surgery44 while Dr. Fugoso is a dermatologist, or one with specialized knowledge and expertise in skin conditions and diseases like psoriasis. Based on these observations, it is the Court's considered view that Dr. Fugoso's certification deserves greater weight.
It remains undisputed that the respondent used strong detergent, fabric conditioner, special soap and chemicals in performing his duties as a steward. Stress and climate changes likewise permeate his working environment as with that of any other seafarer. These factors, taken together with Dr. Fugoso's certification, confirm the existence of a reasonable connection between the nature of respondent's work and the onset of his psoriasis.
Permanent disability is inability of a worker to perform his job for more than 120 days, regardless of whether or not he loses the use of any part of his body.
Total disability, on the other hand, means the disablement of an employee to earn wages in the same kind of work of similar nature that he was trained for, or accustomed to perform, or any kind of work which a person of his mentality and attainments could do.
It is undisputed that from the time the respondent was medically repatriated on October 7, 2005 he was unable to work for more than 120 days. In fact, Dr. Alegre's certification was issued only after 259 days with the respondent needing further medical treatments thus rendering him unable to pursue his customary work. Despite the declaration in the medical reports that psoriasis is not contagious, no profit-minded employer will hire him considering the repulsive physical manifestation of the disease, it's chronic nature, lack of long-term cure and the vulnerability of the patient to cardiovascular diseases and some cancers.47 Its inevitable impact to the respondent's chances of being hired and capacity to continue working as a seaman cannot be ignored. His permanent disability thus effectively became total in nature entitling him to permanent total disability benefits as correctly awarded by the LA and the CA.
WHEREFORE, premises considered, the petition is hereby DENIED. The Decision dated October 27, 2011 and Resolution dated February 29, 2012 of the Court of Appeals in CA-G.R. SP No. 113470 are AFFIRMED.
2. If the injury or illness requires medical and/or dental treatment in a foreign port, the employer shall be liable for the full cost of such medical, serious dental, surgical and hospital treatment as well as board and lodging until the seafarer is declared fit to work or to repatriated. However, if after repatriation, the seafarer still requires medical attention arising from said injury or illness, he shall be so provided at cost to the employer until such time he is declared fit or the degree of his disability has been established by the company-designated physician.
3. Upon sign-off from the vessel for medical treatment, the seafarer is entitled to sickness allowance equivalent to his basic wage until he is declared fit to work or the degree of permanent disability has been assessed by the company-designated physician but in no case shall this period exceed one hundred twenty (120) days. For this purpose, the seafarer shall submit himself to a post-employment medical examination by a company-designated physician within three working days upon his return except when he is physically incapacitated to do so, in which case, a written notice to the agency within the same period is deemed as compliance. Failure of the seafarer to comply with the mandatory reporting requirement shall result in his forfeiture of the right to claim the above benefits. If a doctor appointed by the seafarer disagrees with the assessment, a third doctor may be agreed jointly between the employer and the seafarer. The third doctor's decision shall be final and binding on both parties.
5. Upon sign-off of the seafarer from the vessel for medical treatment, the employer shall bear the full cost of repatriation in the event the seafarer is declared (1) fit for repatriation, or (2) fit to work but the employer is unable to find employment for the seafarer on board his former vessel or another vessel of the employer despite earnest efforts. | [
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Back to school can be a tough time for high school sweethearts, especially when one person is off to college.
However, before he left for his first week of university life, a man named Jasper made his girlfriend Zara an adorable, pop-up photo album of their beautiful memories (so far, at least).
Full of intricately made, hidden compartments and photo collages of their favorite Instagrams and Snapchats, it's enough to make anyone weep with joy.
Get ready for permanent heart eyes.
BONUS: You're invited to shake your butts at corgi prom! | [
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] |
Appropriate for all introductory-to-intermediate courses in computer networking, the Internet, or Internet applications; students need no background in networking, operating systems, or advanced mathematics. Leading networking authority Douglas Comer presents a wide-ranging, self-contained tour of the concepts, principles, and technologies that enable todays Internet to support applications ranging from web browsing to telephony and multimedia. Comer begins by illuminating the applications and facilities offered by todays Internet. Next, he systematically introduces the underlying network technologies and protocols that make them possible. With these concepts and technologies established, he introduces several of the most important contemporary issues faced by network implementers and managers, including quality of service, Internet telephony, multimedia, network security, and network management. Comer has carefully designed this book to support both top-down and bottom-up teaching approaches. Students need no background in operating systems, and no sophisticated math: Comer relies throughout on figures, drawings, examples, and analogies, not mathematical proofs. | [
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Kent Wascom is one of the most exciting and ambitious emerging voices in American fiction. Envisaging a quartet of books telling the story of America through a single family and region, the Gulf Coast of the United States, Wascom began with his much-lauded debut, The Blood of Heaven, published when he was just twenty-six and praised as "stunning" by the Miami Herald, and "like the sermon of a revivalist preacher" by the Wall Street Journal. His second novel, Secessia, continues the story of the Woolsack family in Civil War New Orleans, and in The New Inheritors, he has written his most powerful and poignant novel yet.
In 1914, with the world on the brink of war, Isaac, a nature-loving artist whose past is mysterious to all, including himself, meets Kemper, a defiant heiress caught in the rivalry between her brothers. Kemper's older brother Angel is hiding a terrible secret about his sexuality, and her younger brother Red possesses a capacity for violence that frightens even the members of his own brutal family. Together Isaac and Kemper build a refuge on their beloved, wild, Gulf Coast. But their paradise is short-lived; as the coast is rocked by the storms of summer, the country is gripped by the furor preceding World War I, and the Woolsack family's rivalries come to a bloody head. From the breathtaking beauty of the Gulf to the bloody havoc wreaked by the United States in Latin America, The New Inheritors explores the beauty and burden of what is handed down to us all. At once a love story and a family drama, a novel of nature and a novel of war, The New Inheritors traces a family whose life is intimately tied to the Gulf, that most disputed, threatened, and haunted part of this country we call America.
Kent Wascom's first novel, The Blood of Heaven, was named a best book of the year by the Washington Post and NPR. It was shortlisted for the David J. Langum Sr. Prize for Historical Fiction and longlisted for the Flaherty-Dunnan Award for First Fiction. Wascom was awarded the 2012 Tennessee Williams/New Orleans Literary Festival Prize for Fiction. He lives in Louisiana. | [
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Q: Symfony2 Gedmo Translatable with APY DataGrid and KNP Paginator I have a few problems using Gedmo\DoctrineExtensions Translatable.
First is APY DataGrid - can't make it to show translated strings in grid on non default locale. If I use Translatable with default settings, all strings in grid are displayed in default language. If I implement Translatable in Entity and add annotations for table and other stuff, then I can see translated strings in grid, BUT after switching locales these stays the same. Seems like QueryCache is used, but can't find how to set not to use it. Here's a part for grid:
use APY\DataGridBundle\Grid\Source\Entity;
<...>
$source = new Entity('MainBundle:Entity');
$source->addHint(\Doctrine\ORM\Query::HINT_CUSTOM_OUTPUT_WALKER, 'Gedmo\\Translatable\\Query\\TreeWalker\\TranslationWalker');
Of course it would be better to have translations without making annotations and separate entities for them.
Second problem is KNP pagination. Actually didn't dig into it, but similar problem.
The main problem is, when I run some query by translatable field of an entity. Let's say I have an Entity with name Krepšinis (it's basketball in Lithuanian) and I have translated this string to Basketball. Default language is LT. When in default language I perform a search, everything is ok, but if I change locale to EN and try searching for basket, it doesn't return any results and if I search for krep, it returns me Basketball. Code for search:
// Controller
$repository = $this
->getDoctrine()
->getManager()
->getRepository('MainBundle:Entity');
$query = $repository
->search($term)
->getQuery()
->useQueryCache(false)
->setHint(\Doctrine\ORM\Query::HINT_CUSTOM_OUTPUT_WALKER, 'Gedmo\\Translatable\\Query\\TreeWalker\\TranslationWalker');
// Repository
public function search($query)
{
$qb = $this->createQueryBuilder('t');
$term = $qb->expr()->literal('%' . $query . '%');
$query = $qb->where($qb->expr()->like('t.name', $term));
return $query;
}
Any help is appreciated
A: if content is translated, you need to use query hints as you have already went through. But in order to have it cached for different locales, you need to set the locale hint to the query:
<?php
// hint the locale in order to make query cache id unique
$query->setHint(
\Gedmo\Translatable\TranslatableListener::HINT_TRANSLATABLE_LOCALE,
'en' // take locale from session or request
);
Which is described in the documentation read it carefully.
ORM query cache is based on DQL, query parameters and query hints.
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New Strip! Charity runs the numbers on what is happening to Teddy and delivers the bad news to Chloe, Alchemy and Abby.
More blood injection then? Destabilise things?
So what i'm getting here is that God is a mix of all of that too? They are both Man & Woman, Life & Death and Divine and Infernal?
And i'm guessing Teddi won't die, but everything else on earth will. Big bang implies nowhere on earth will be safe.
what is minimum safe distance for surviving a divine ascendance anyway?
Hey, if Teddy becomes a God, is the contract null and void?
Okay, "Fallen Floozie" is a good one.
As for safe distance... well Al suggested getting out of town would be safe.
We seem to have established that THE God exists (in the angels' perspective), and also a number of pagan deities, including Artemis and Hecate.
I do have to admit: Teddy ascending to join a pantheon was not one of my guesses for how this ends. But if Charity recognizes the conditions, it would seem to have happened before. Maybe she'll even know what precautions to take.
But if it's a big bang, that realistically would not be enough.
Now the show is really getting interesting.....now where did I put my Caramel Corn.
OK, Big Bada-Boom! Time to move Teddi out of this universe/dimension into a empty one until s/he settles down into a final form and can keep the godly level of energy from blowing everything away.
Alchemy's Diepod only had a projected death toll above 50,000 so as big bangs go that's about the equivalent of an A-bomb, but not an H-bomb and certainly not the big bang that created this universe.
Is this basically the plot of Bloodbourne?
Well, we kind of saw this coming.
The safest way to deal with this does seem to kick Teddi into the void and let it (for lack of a better gender pronoun) finish maturing there.
When it's done, it can make a dimension where it can live in peace with concubine Chloe and whoever else.
Slah-Stab is going to be mighty displeased if deity Teddi shows up on her doorstep to pick up Chloe's paperwork - and hopefully a little scared. | [
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In 2014 the Citizens Electoral Council prevented the G20 nations from adopting the "bail-in" model for resolution of troubled banks. The previous year, 2013, had seen a rapid drive to induce nations to legislate changes to banking law to allow this to happen, following the implementation of a bail-in test case in Cyprus.
At that time Eurogroup chief Jeroen Dijsselbloem declared Cyprus the template for the whole of Europe. Well in advance of the crisis, the European Commission (EC) had put together the Cyprus plan with banking and legal experts, foremost among them the London-based International Swaps and Derivatives Association (ISDA), whose board is made up of representatives of the TBTF banks. The ISDA had already provided the EC with an assessment of its bail-in proposal in 2011, which argued that derivatives be excluded from any bail-in, as indeed has been done in several cases. That EC proposal ultimately resulted in the Europe-wide Bank Recovery and Resolution Directive (BRRD) which became active in January 2016.
The November 2011 G20 Summit in Cannes, France, had garnered agreement to the Financial Stability Board's (FSB) "Key Attributes of Effective Resolution Regimes for Financial Institutions", which committed all jurisdictions to establishing a framework for "new international standards for resolution regimes", with bail-in laws as the centrepiece. This included Australia.
The CEC's April/May/June 2013 New Citizen, issued immediately following the March 2013 bail-in of the banks in Cyprus, warned that the murderous bail-in policy would be implemented in Australia and worldwide.
In October 2013 Mark Carney, the former Bank of Canada head who by then was in charge of the Bank of England as well as the FSB, and had been an early proponent of bail-in, declared that a global bail-in regime must be finalised by the November 2014 G20 Leaders' Summit in Brisbane. "The Bank of England is now working intensively with other authorities and the financial industry", Carney said. "Our aim is to complete the job by the next G20 Summit in Brisbane." In April 2014 Carney followed this up with a report on the urgency of empowering national authorities with laws to make bail-in "effective in a cross-border context", i.e., globally. Thus the 2014 G20 became the battleground for bail-in legislation for all G20 jurisdictions.
But on 10 November 2014, just four days before the Brisbane G20 summit, Carney announced: "Instead of having the public, governments, [and] the taxpayer rescue banks when things go wrong; the creditors of banks, the big institutions that hold the banks' debt—not the depositors—will become the new shareholders of banks if banks make mistakes." The announcement was a tactical retreat, forced by the campaign the CEC had run across Australia, and into the UK, to expose the intention to confiscate deposits. The ostensibly watered-down bail-in would focus on special bonds designed to convert into bank capital in a crisis—so-called hybrid securities or bail-in bonds. The FSB demanded that TBTF banks hold 16-20 per cent of the value of their assets in these bail-in-able bonds; nonetheless the CEC and its allies had forced Carney et al. to repackage their scheme.
Even the watered-down bail-in language still failed to win the necessary support at the 2014 summit, however, due to opposition from among emerging nations centred in the BRICS bloc (Brazil, Russia, India, China and South Africa), and also, in part, because host country Australia had failed to adopt a bail-in law beforehand, as had been expected. Instead, the summit's final communique stated that requirements for what banks must be prepared to do when in trouble would be subject to public consultation and a rigorous impact assessment before any final measure were agreed. One year later, with revised targets for emerging markets, the language was agreed to at the Antalya, Turkey G20 summit in November 2015, ahead of which Carney had forewarned that all member nations were expected to comply by legislating new rules.
The CEC ran an intensive campaign against bail-in laws throughout 2013. We informed Australians about the Cyprus bail-in beginning with a 26 March media release titled "The Cyprus option, or Glass-Steagall?", and in April warned it was coming to Australia. On 15 April 2013 the FSB reported to the G20 Finance Ministers and Central Bank Governors that legislation for bail-in was "in train" in Australia.
In early June 2013 the Australian Financial Review finally reported on the drive for bail-in. CEC had issued hundreds of thousands of copies of the April/May/June 2013 New Citizen, "Do You Intend To Die For The Banks?", followed by the Aug/Sep/Oct New Citizen "'Bail-in'—the British Crown's Plot for Global Genocide". In December 2013 the CEC ran a full-page ad in The Australian, including signatures of support from 450 elected officials, community and trade union leaders, calling to stop bail-in and pass Glass-Steagall bank separation instead.
On 13 December 2013 Reserve Bank of Australia head Glenn Stevens told the AFR that in order to prevent the public purse having to recapitalise banks in a crisis, "The international push is also going towards so-called 'bailing-in'", which he expected to be considered by the upcoming Financial System Inquiry (FSI). At a 10 June 2014 banking symposium in San Francisco, Stevens announced that Australia was "highly supportive" of Carney's efforts, describing bail-in as "an appealing idea".
The CEC turned the blowtorch of its anti-bail-in campaign on the FSI throughout 2014, generating, in two rounds of public consultation, over 700 submissions against bail-in and in favour of full, Glass-Steagall separation of the Big Four TBTF banks. This flood of submissions attracted mainstream media attention.
As intended, the FSI endorsed the Australian government's push for bail-in. At its conclusion, the Inquiry announced that it was time for the government to revive its plans to give APRA new crisis management powers, as first raised by the Gillard Government in September 2012 then put on hold in 2013 to await the result of the FSI.
Foreshadowing the 2017 APRA bill, the 7 December 2014 FSI Final Report stated that it "strongly support[ed] enhancing crisis management toolkits for regulators". In its own FSI submission, APRA had invoked the BIS/G20 resolution framework, saying the proposed new powers "would significantly enhance APRA's resolution toolkit, and align APRA's crisis resolution powers more closely with international standards and best practice". It cited the government's 2012 consultation paper, "Strengthening APRA's Crisis Management Powers", which pointed to the FSB bail-in demand.
Another proof of the success of the CEC's intervention in Australia is that most other G20 jurisdictions passed bail-in laws far earlier. The U.S. powers were introduced as part of the Dodd-Frank Wall Street Reform and Consumer Protection Act in July 2010.
New Zealand's Open Bank Resolution policy was proposed in March 2011 and finalised in June 2013. It allows "a distressed bank to be kept open for business, while placing the cost of a bank failure primarily on the bank's shareholders and creditors", according to the Reserve Bank of New Zealand, which is explicit that creditors include depositors.
France passed bail-in laws in July 2013, and the aforementioned BRRD took effect across the EU on 1 January 2016. The UK put the powers into effect from 1 January 2015.
This story demonstrates that the fight against APRA's bail-in powers has implications well beyond Australia, because the law is part of a larger push for a new form of global financial order that must be uniform across the world, to ensure that no one nation's actions can threaten the $1.2 quadrillion global derivatives bubble. Rolling back the APRA bill in Australia—whose financial system as a whole is officially defined as "systemically important"—can derail that agenda, and even in countries where bail-in is firmly in place, or has already been used, it can still be reversed. | [
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Selena Gomez just revealed the super-sweet meaning behind her and Cara Delevingne's matching tattoos
Friendship goals.
By Lucy Morgan
Dimitrios Kambouris
Are you even best friends if you don't have matching tattoos? Not according to Selena Gomez and Cara Delevingne.
In December 2021, Selena Gomez revealed a stunning watercolour tattoo of a rose on her back, which – as eagle-eyed fans were quick to point out – looks strikingly similar to one of Cara Delevingne's inks, which is on her ribs.
Selena and Cara's tats were both shared by the New York tattoo artist, Bang Bang Tattoo. And Selena just confirmed the adorable reason behind their decision to get matching tats.
Appearing on Live with Kelly and Ryan, Selena referred to Cara as one of her "best friends," before explaining that the tattoo "means a couple of different things."
Selena Gomez just revealed a stunning watercolor rose tattoo on her back
Alexa, play Evanescence, please.
By Carrie Wittmer
Selena then explained, "[Cara] calls me Rosebud, so it's a nickname. And I've always wanted a rose and now I got one, and I love it."
Let's see if you can spot the difference. Here's Selena's, which Bang Bang shared with the caption, "Watercolor on @selenagomez Thank you for always being wonderful."
And here's Cara's, with the caption, "I had so much fun making these tattoos— thanks for always trusting me Cara🖤fyi I didn't tell them til the end that these were my first watercolor tattoos ever."
It may come as a surprise to learn that Cara and Selena have actually been close for a long time. Back in 2014, Cara met Selena's family for Christmas (via Page Six), after they were spotted earlier in the year showering together on a yacht.
Then in 2021, the pair were spotted on 'Kiss Cam' during a New York Knicks game at Madison Square Garden.
This comes as it's recently been announced that Cara will be joining her best pal in the next series of Only Murders In The Building as "Alice, a sophisticated art world insider who becomes enmeshed in the mystery," as per Variety.
Cara Delevingne is the latest celeb to join the Disney+ hit Only Murders In The Building
Whodunnit this time?
By Charley Ross
In an interview with ELLE, Selena opened up about working with Cara, saying, "We just did our first day together yesterday… It's so fun. We were just dying and laughing most of the time because we just know each other so well."
We can't wait to see this.
For more from Glamour UK's Lucy Morgan, follow her on Instagram @lucyalexxandra.
TopicsCelebrity BeautyTattoosSelena GomezCara Delevingne | [
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Commercial mailboxes of Los Cerritos Community Newspaper and several other small businesses have been vandalized over the weekend that has resulted in the theft of mail, packages, and other items in an incident that is being investigated by members of the Cerritos Sheriff's Department.
The steel mail boxes were pried open by unknown suspects at a business complex located at 13047 Artesia Boulevard (at Shoemaker Avenue) in Cerritos.
This is the second time in the past few months that these same postal boxes have been broken into.
It is not known when the exact incident took place and an incident report has been taken.
The mailboxes are located less than 10 feet from the entrance of the news room of Los Cerritos Community Newspaper. Organizations that sent payments to any business in the building should stop payment on those checks in case the vandals attempt to cash the checks. | [
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The Education Select Committee has launched an inquiry into the support for children and young people with special educational needs and disabilities (SEND). The new inquiry intends to review the success of reforms in the Children and Families Act 2014, how they have been implemented, and what impact they are having in meeting the challenges faced by children and young people with SEND.
Alongside this inquiry, councils are set to benefit from a £50 million funding boost to create additional school places and state-of-the-art facilities for children with SEND. These measures build on the Government's reforms to improve the lives of children and young people with additional needs, through the introduction of the new Education Health and Care (EHC) plans. EHCs aim to help children access a world-class education, with facilities and support that meets their individual needs.
The special educational needs conference will focus on the key challenges set out by the Education Committee's inquiry. Speakers will examine whether the Government's stated ambitions for simpler, improved and consistent help for children and young people with SEND have been met. Presentations will provide practical solutions and examples of best practice from across the age range of provisions.
Join us at The special educational needs conference to hear the latest developments in SEND provision and support, advice for parents, teachers and other public sector staff working to give SEND pupils the best possible education. You will have the opportunity to question, discuss and debate the very latest policies, projects and frameworks, as well as sharing your own stories and experiences with the conference and contributing to wider thinking about SEND in England.
Delegates who will have an interest in this event will include: special education providers, SEN teachers, SENCOs, head teachers, directors of education, social inclusion managers, children and youth services directors, directors of schools and learning, and social workers drawn from local authorities, central government departments, schools, health services and the voluntary and private sectors. | [
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We also went to the Royal Observatory in Greenwich. It's famous for the prime meridian. The Prime Meridian is the starting point for world time and the zero longitude line. I thought the Prime Meridian was cool because I knew exactly where I was on the earth. I also learned how important accurate time keeping is to travel. | [
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Welcome home to Maple Terrace Apartments! Our apartments in Maple Shade, NJ have extraordinary garden-style deluxe floor plans and upgraded kitchens, as well as standard floor plans to suit any need. Select floor plans have been fully renovated and offer designer kitchens and appliances which include a dishwasher, garbage disposal and brand new ceramic tile bathrooms with energy-efficient fixtures. Each spacious home features private entry, custom interior paint colors, wall-to-wall carpeting and private patios/balconies with views of the beautifully landscaped courtyard. All of the residents in our apartments in Maple Shade, NJ enjoy free gas heat and hot water, on-site laundry facilities and ample off-street parking at your front door. Our apartments are pet-friendly so you can bring your furry friends too. Maple Terrace Apartments is near Cherry Hill and Moorestown, and also easily accessible to I-295 and Route 70. A short drive will lead you to the Cherry Hill Mall, the Moorestown Mall, plentiful restaurants, and the area's best schools.
Tour today to learn how you can live the Friedman Five Star Lifestyle at Maple Terrace Apartments! | [
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Q: 3D Gaussian Process with different kernels per dimension I am trying to implement a 3D Gaussian Process in Python. The output of the function depends on two axes, call them x and y, that have different mean functions and different kernel functions. In practice, I would just take:
K(x, x') * K(y, y')
But I do not know how or if I can implement that in sklearn. I have tried reviewing the docs but I haven't seen how this could be handled; all combinations of kernel functions I have seen are of the form k1(x, x')*k2(x,x').
Is this solveable in sklearn? Or GPy? Or Pymc3? Or....
Thank you in advance.
A: If the two outputs, x, y, are truly independent, which the factorization
K(x_i, x_j) * K(y_i, y_j)
implies, then one could fit two separate models, i.e., one for each of them.
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TOMIS | Article about TOMIS by The Free Dictionary
https://encyclopedia2.thefreedictionary.com/TOMIS
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(kônstän`tsä), city (1990 pop. 355,402), SE Romania, on the Black Sea. It is the administrative center of DobrujaDobruja
, Rom. Dobrogea, Bulg. Dobrudza, historic region, c.9,000 sq mi (23,300 sq km), SE Europe, in SE Romania and NE Bulgaria, between the lower Danube River and the Black Sea.
..... Click the link for more information. and a major railroad junction and industrial city, but its chief importance derives from its role as Romania's main seaport. Petroleum (brought by pipeline from the Ploieşti oil fields), grain, and lumber are the leading exports. Besides handling general overseas trade, Constanţa is important in the transit traffic with the Czech Republic, Hungary, and Slovakia. It also serves as Romania's major naval and air base and as a seaside resort. The city was founded in the 7th cent. B.C. as the Greek colony of Tomi and came under Roman rule in 72 B.C. OvidOvid
(Publius Ovidius Naso) , 43 B.C.–A.D. 18, Latin poet, b. Sulmo (present-day Sulmona), in the Apennines. Although trained for the law, he preferred the company of the literary coterie at Rome.
..... Click the link for more information. lived in exile there. Constantine I (4th cent. A.D.) named the city Constantiniana and made it an episcopal see. It was captured by the Turks in 1413. Romania acquired it in 1878. There are several synagogues and mosques, an Orthodox cathedral, and a statue of Ovid, as well as many Roman and Byzantine remains. The regional archaeological museum and the marine biology station are also of interest.
a district in the southeastern part of Rumania, in the southern part of the Dobruja plateau, on the Black Sea. Area, 7,100 sq km. Population, 513,300 (1970). The administrative center is the city of Constanţa.
The industry of Consṭanţa accounts for 2.1 percent of the country's gross industrial output. Production of building materials accounts for 13 percent of the industry of the district, the food industry for 32 percent, textiles for 14 percent, machine building for 18 percent, chemicals for 7 percent, and wood products for 5 percent. Constanţa produces 5.3 percent of the gross agricultural output of the country. Wheat, maize, sunflowers, and crown flax are grown. Constanta is a major area of viticulture and vegetable farming. In 1971 there were 131,000 cattle, 216–000 hogs, and 913,000 sheep. The activity of the ports and sea fishing play an important role in the district's economy. The Black Sea coast is an internationally famous health resort area.
a city and the principal port of Rumania; located on the Black Sea. Administrative center of the district of Consṭanţa.
The city and the adjacent internationally famous health resort area form a separate administrative unit. In 1970 the population of the city was 170,000 and of the resort area, 238,100. Constanţa is a transportation junction. It has an airport, and pipelines from the Ploie§ti region pass through it. In 1970 the freight turnover of the port was more than 12.5 million tons. Outgoing freight includes oil products, cement, grain, and wood. Incoming freight includes machines, equipment, and apatites. There are large grain elevators, oil tanks, and warehouses. The city is the base of a sea-going fishing fleet. The main branches of industry are food processing (flour milling, baking of bread and rolls, meat packing, vegetable-oil extraction, fish canning, wine-making, fruit canning, and candy manufacture) and machine building (shipyards, auto repair and machine shops). There are enterprises of the wool, clothing, furniture, building materials, and pulp and paper industries. There is a heat and electric power plant producing 110,000 kilowatts. Industrial enterprises are concentrated in the southwestern part of the city near the rail-road station and the port. There are archaeological and art museums.
In the sixth century B.C., on the site of Constanta, Ionian Greeks founded the polis of Tomis, which was conquered by the Romans in 29 B.C. The Roman poet Ovid lived there in exile from A.D. 8 to A.D. 17. The emperor Constantine the Great (ruled from 306 to 337) changed the name of the city from Tomis to Constantiniana. From 1413 to 1878 the city was under the Ottoman yoke and was known as Kóstendje. In 1878 it was made part of Rumania.
The city is situated on a high coast and has broad, straight streets with plenty of green areas. After 1945 a railroad station, a theater, and a sports arena were built. The main highway and the port area were rebuilt.
Constanţa has remains of Hellenistic and Roman buildings, including a commercial building with a mosaic floor, dating from the second or third century. There are other remains of a Byzantine basilica of the fifth to sixth centuries, fortifications of the fifth to sixth centuries, and Turkish mosques dating from the 18th to 19th centuries.
Constanţa is the center of Rumania's Black Sea health resorts. North and south of the city, health resort complexes are being built along a 50-km strip of the coast. The most important of these are the health resorts of Mamaia and Eforie, with their maritime climate and therapeutic muds.
Canarache, V. Tomis. Bucharest, 1961.
Albu, F. Constanţa. Bucharest, 1964.
Constanţa
a port and resort in SE Romania, on the Black Sea: founded by the Greeks in the 6th century bc and rebuilt by Constantine the Great (4th century); exports petroleum. Pop.: 265 000 (2005 est.)
Black Sea Fleet
Dobruja
Frontier Battles of 1941
Ognianov, Sava Petrov
Pereshchepina Treasure
Sava Petrov Ognianov
For The Frontier Group, TOMIS will be the key to accomplishing this.
Computerizing for the future: the Frontier Group's TOMIS
Tombaugh, Clyde
Tombaugh, Clyde William
Tomberg, Elizaveta
Tomberg, Elizaveta Stepanovna
Tombigbee
Tombigbee National Forest
Tombigbee State Park
tombolo cluster
tombolo series
Tombstone Courthouse State Historic Park
Tombstone light
tombstoning
Tombusviridae
Tombusvirus
tomcod
Tomek, Václav Vladivoj
tomentum
Tomin, Nikolai
Tomin, Nikolai Dmitrievich
TOMIS
Tomislav
tomium
Tomlin, Bradley
Tomlin, Bradley Walker
Tomlin, Lily
Tomlinson Run State Park
Tomlinson, Henry Major
Tommaseo, Niccolò
Tommaso da Modena
Tommaso Salvini
Tommaso Traetta
Tommot
Tomoji, Abe
Tomoka State Park
Tomo-Kahni State Historic Park
Tomonaga Shinichiro
Tomonaga, Sin-Itiro
Tomopteridae
Tomorr
tomosynthesis
Tomes' process
Tomes, Sir Charles S
Tomes, Sir Charles S.
Tomes, Sir John
tomfool
tomfooleries
tomfoolish
tomfoolishness
tomfools
TOMFRA
TOMHS
tomial
Tomisaku Kawasaki
Tomislav I of Croatia
Tomistoma
Tomistoma schlegeli
TOMJ
Tomjohn
Tomkins, Silvan S
Tomkins, Silvan S.
Tomkins-Horn picture arrangement test
TOML
Tomlin
Tomlin, Evelyn Malcolm
Tomlinson College
Tomlinson Holman's eXperiment
Tomlinson Project in University-Level Science Education
Tomlinson-Harashima Precoding
TOMM
Tommaro Casoni
Tommaselli disease | [
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If you wish to possess a house on your own, then luxury condos are extremely wise decision for you personally. These condos offer various facilities for example stylish spas, fitness gyms, exotic restaurants, bars etc. Additional services like private beaches, sufficient balconies, cabanas, and pools make certain that you will get the planet class facilities during these condos. Inside a good and luxury condo, you'll find each one of these services. But you should know of this proven fact that choosing the proper luxury condo isn't an easy task. Many of these condominium complexes offer quite a number of amenities and services. It is best to make certain you get all of the important informations that is available before choosing around the condo you need to buy. It is best to check concerning the amenities and also the services that they share with the clients.
These luxury condos will always be well-known for offering quality services to the clients. The characteristics can vary around and building to building, and many of them have greater than a couple of familiar fundamentals. Many of them use Hardwood flooring and trayed ceilings due to the reason that they're globally appealing. A few of the couple of additional factors involve crown molding, walk-in closets, and sprinkler systems and they'll vary based on the excellence of the condos.
Your kitchen is an essential a part of any house along with a condo isn't an exception. You will make make certain the condo provides you with amenities and facilities like stainless appliances, wood cabinets, and granite countertops. They create your kitchen attractive and holds excellent value.
Check out the number of washrooms exist within the condo. It's always safer to have several single bathroom. There must be luxurious amenities within the bathrooms without a doubt including marble countertops with dual vanities and trendy faucets, marble tile floors, in addition to a large walk-in massaging shower or large tubs with massaging facilities.
Recall the get details about which laundry services the apartment offers. It will likely be better when they provide services just like a large area along with a washer. The area ought to be large enough to help keep the washer effectively. Nowadays many condos give washers and dryers for that optimum usage of the area.
It is an essential factor while looking for a great and luxury condo. Take a look at what security services they provide. Make certain that every single security facilities are perfectly intact. Good condo proprietors go that step further to guarantee the condos are safe and sound. Elevators and doorways ought to be computerized where access could be granted with a pass code or even the doorman. Additionally, special services to watch fire and camcorder, thief security systems ought to be provided.
For your entire condo singapore needs, you should search the right company suitable to your requirements. The company you intend to hire should be able to cater to your specific needs in the right manner. They should offer you best services and amenities. | [
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I have come across company owners who own all the shares in their company and want to hand onto the next generation.
They would like to give shares in their company to their children. So what are the implications? of a hand onto the next generation?
It is vital to consider what you want to achieve?
If all the shares are given away to your children you no longer have an interest in the company. If new shares are issued, then you will still own part of the business.
If you give away shares, then for capital gains tax purposes your gift is deemed to be a disposal at market value. However, the tax can be deferred as the gain can be held-over until your children sell the shares in the future.
They will inherit the shares at their original cost. There are more details to be aware of but the purpose of this briefing is not to go into these.
If you gift the shares, then you will receive no value for them and will therefore not be entitled to dividends in the future.
But I would like something for those shares even if I receive no dividends!
And why not! There are tax implications. These are mitigated by a relief called entrepreneurs' relief which, subject to certain conditions, will mean that you may only pay tax at 10% on the gain.
But how do I find the funds to buy my shares?
Ok this is the difficult bit. There are essentially two choices: Either your children buy the shares from you or your company buys them. The former route is more expensive from a tax point of view and may involve personal debt. The second is more tax efficient and means the company takes on the borrowings if required. This process is known as a company purchasing its own shares and I have been involved in several of these transactions. | [
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Hydro Flask Size Chart Inspirational 64 Oz Insulated Beer Growler is a part of Hydro Flask Size Chart pictures gallery. To download this Hydro Flask Size Chart Inspirational 64 Oz Insulated Beer Growler in High Resolution, right click on the image and choose "Save Image As" and then you will get this image about Hydro Flask Size Chart Inspirational 64 Oz Insulated Beer Growler.
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placed by simply amsafall at 2018-10-31 09:14:27. To find out just about all photographs throughout Hydro Flask Size Chart pictures gallery you should abide by this website link. | [
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] |
This policy covers how Alaska Wildland Adventures (AWA) treats personal information that AWA collects and receives via email, our website, customer responses to our promotions and via phone inquiries. Personal information is information about you that is personally identifiable like your name, address, email address, or phone number, and that is not otherwise publicly available.
AWA collects personal information when you sign up for our newsletter, request a catalog, book a trip with us and when you enter AWA promotions or sweepstakes. When you register we ask for personal information such as your name, email address, home address, phone number and trip interests.
To customize the information you see.
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Alaska Wildland Adventures does not rent, sell, or share personal information about you with other people or companies unless we are required to respond to subpoenas, court orders, or legal process, or to establish or exercise our legal rights or defend against legal claims or when we believe it is necessary to share information in order to investigate, prevent, or take action regarding illegal activities, suspected fraud, situations involving potential threats to the physical safety of any person or as otherwise required by law.
You have entered an AWA sponsored promotion.
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Alaska Wildland Adventures may update this policy from time to time. We will notify you about significant changes in the way we treat personal information by sending a notice to the primary email address specified by you or by placing a prominent notice on our site. | [
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No Danny there but it seems that Steve will be there less in this episode. Think it is a Jerry, Eric, Nalani, etc episode since it is Halloween.
Yep no Danny but not interested in Jerry and his friends for Halloween but Steve story could be interesting but I am on holiday so will have to catch up when I get back.
Jerry just now remembers he witnessed a murder? How convenient it happened on Halloween.
Jerry is my least favorite character. Would prefer seeing more of Lou. Hope there aren't too many Steve light episodes this season. | [
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\section{Introduction}\label{intro}
Clustering is the unsupervised task of assigning a categorical value $y_i \in \{1,\ldots,k\}$ to each data point $x_i \in \mathbf{X}$, where no such example categories are given in the training data; i.e., we should map
$\mathbf X= \{x_1,\ldots,x_n\}\mapsto \mathbf Y = \{y_1,\ldots,y_n\}$
with $\bf X$ the input matrix of n data points, each of dimension d; where $y_i = \kappa$ implies that data point $x_i$ is assigned to the $\kappa$-th cluster.
Clustering methods complete this task by measuring similarity (the distance) between training pairs, using a similarity function $s(x_i,x_j) \in \mathbb{R}_+$.
This similarity function should typically reflect subjective criteria fixed by the user. Basically, this means that the user decides what makes a good clustering. As mentioned in \cite{learn}, ``since classes are a high-level abstraction, discovering them automatically is challenging, and perhaps impossible since there are many criteria that could be used to cluster data (e.g., we may equally well cluster objects by colour, size, or shape). Knowledge about some classes is not only a realistic assumption, but also indispensable to narrow down the meaning of clustering". Taking the example of MNIST \cite{MNIST_digits}, one usually groups the same numbers together because these numbers share the highest amount of features (e.g., mutual information based models do that). However one may want to group numbers given their roundness. In this case, we may obtain two clusters, namely straight shaped numbers (i.e., 1, 4,7) and round shaped numbers (i.e., all the others). Both clustering solutions are relevant, since each clustering addresses a different yet possible user subjective criteria (i.e., clustering semantics).
Finding an automated way to derive and incorporate user criteria in a clustering task based on intended semantics can be very hard. Nowadays, the wide availability of shared annotated datasets is a valuable asset and provides examples of possible user criteria. Hence, we argue that, given ``similar'' annotated data, classification logic can be used to derive a user criteria that one can apply to clustering similar non-annotated data. For example, we consider the situation where a human is placed in front of two datasets, each one consisting of letters of a certain alphabet she does not understand. The first dataset is annotated, grouping the same letters together. Only by seeing the first dataset, the person can understand the grouping logic used (grouping same geometrical shapes together) and replicate that logic to the second non annotated dataset and cluster correctly its letters.
In this paper, we are interested in tackling the problem of clustering data when the logic (i.e., user clustering criteria) is encoded into some available labelled datasets.
This raises two main challenges, namely (1) find a solution that works well on the classification task but (2) ensure transferability in its decision mechanism so it is applicable to clustering data from a different domain.
We believe that addressing these challenges calls for the design of a scoring function that should be as general as possible to ensure transferability but is specific enough not to miss the user criteria. More specifically, the scoring function should be a comparing the logic used to produce a certain clustering to the one used to produce clusterings of the already seen training datasets. Using the concept of logic is useful as a logic is general enough to be used on any dataset and specific enough as is it is the main common property shared by all training dataset. Our goal is then to find a suitable metric that retrieves and encapsulate the seen concept for scoring a clustering outcome.
Moreover, modern applications require solutions that are effective when data is of high dimension (i.e., large $d$). While distance-based approaches are broadly used for clustering (e.g., Euclidean distance), we argue that they are not suitable for our problem since they would yield in data specific models in addition to their poor performance in high dimensional spaces due to the curse of dimensionality.
To lower dimensionality, a solution is to perform instance-wise embeddings $x_i \mapsto z_i$, e.g., with an autoencoder. However this mechanism is still domain specific.
To achieve training on more general patterns, we think it is necessary to take the dataset in its entirety. Therefore, instead of learning a metric that compares pairs of data points in a dataset instance (like a similarity measure), a learned metric is applied to sets of data points so comparison is done between sets. The metric can be intuitively understood as a distance between the logic underlying a given clustering and the general logic that was used to produce clusterings in training datasets.
For this, we propose a solution where we use a graph autoencoder \cite{GAE} to embed a set of data points into a vector of chosen dimension. Then, we use the critic part of a Wasserstein GAN (WGAN) \cite{WGAN} to produce a continuous score of the embedded clustering outcome. This critic represents the metric we seek. Thus, our main contributions are:
\vspace{-2mm}
\begin{itemize}
\item We provide a framework for joint metric learning and clustering tasks.
\vspace{-2mm}
\item We show that our proposed solution yields a learned metric that is transferable to datasets of different sizes and dimensions, and across different domains (either vision or tabular) and tasks.
\vspace{-2mm}
\item We obtain results competitive to the state-of-the-art with only a small number of training datasets, relatively simple networks, and no prior knowledge (only an upper bound of the cluster number that can be set to a high value).
\vspace{-6mm}
\item Our method is scalable to large datasets both in terms of number of points or dimensions (e.g the SVHN dataset used in section \ref{sec:experiments}) as it does not have to compute pairwise distances and therefore does not heavily suffer when the number of points or dimensions increase.
\vspace{-2mm}
\item We test the metric on datasets of varying complexity and perform on par with the state-of-the-art while maintaining all the advantages cited above.
\end{itemize}
\section{Related Work}\label{related}
Using auto-encoders before applying classic clustering algorithms resulted in a significant increase of clustering performance, while still being limited by these algorithms capacity.
Deep Embedding Clustering (DEC) \cite{DEC} gets rid of this limitation at the cost of more complex objective functions. It uses an auto-encoder along with a cluster assignment loss as a regularisation. The obtained clusters are refined by minimising the KL-divergence between the distribution of soft labels and an auxiliary target distribution. DEC became a baseline for deep clustering algorithms. Most deep clustering algorithms are based on classical center-based, divergence-based or hierarchical clustering formulations and hence bear limitations like the need for an \textit{a priori} number of clusters.
MPCKMeans \cite{mpckmeans} is more related to metric learning as they use constraints for both metric learning and the clustering objective. However, their learned metrics remain dataset specific and are not transferable.
Constrained Clustering Network (CCN) \cite{transfer_clustering}, learns a metric that is transferable across domains and tasks. Categorical information is reduced to pairwise constraints using a similarity network. Along with the learned similarity function, the authors designed a loss function to regularise the clustering classification. But, using similarity networks only captures local properties instance-wise rather than global geometric properties of dataset clustering. Hence, the learned metric remains non fully transferable, and requires to adapt the loss to the domain to which the metric is transferred to.
In Deep Transfer Clustering (DTC) \cite{learn} and Autonovel \cite{autonovel}, the authors tackle the problem of discovering novel classes in an image collection given labelled examples of other classes. They extended DEC to a transfer learning setting while estimating the number of classes in the unlabelled data. Autonovel uses self-supervised learning to train the representation from scratch on the union of labelled and unlabelled datasets then trains the data representation by optimizing a joint objective function on the labelled and unlabelled subsets of data. We consider these two approaches as our state of the art baselines.
\section{Our Framework}
To restate our objective, we seek an evaluation metric
\begin{equation}\label{eq:map2}
\begin{split}
r : \mathbb R^{\bf n\times d} \times \mathbb {N}^{\bf n}\rightarrow \mathbb{R}\\
(\bf X,\bf y)\mapsto r(\bf X,\bf y)
\end{split}
\end{equation}
where $\bf X \in \mathbb R^{n\times d}$ is a dataset of $n$ points in $d$ dimensions and $\bf y \in \mathbb N^n$ a partition of $\bf X$ (i.e. a clustering of $\bf X$). Metric $r$ should provide a score for \emph{any} labelled dataset of any dimensionality; and in particular this score should be such that $r(\bf{X},\bf y)$ is high when the hamming distance between the ground truth labels $\bf y^*$ and $\bf y$ is small (taking cluster label permutations into account). This would mean that we could perform clustering on any given dataset, simply by solving an optimisation problem even if such a dataset had not been seen before.
Formally stated, our goal is: (1) to produce a metric $r$ that grades the quality of a clustering such that $\bf{y}^*=\argmax_{\bf y} r(\bf X, \bf y)$; (2) Implement an optimisation algorithm that finds $\bf y^*$; (3) use (1) and (2) to perform a clustering on a new unrelated and unlabelled dataset.
We use a collection $\mathcal{D} = \{\mathbf{X}_l,\mathbf{y}_l^*\}_{l=1}^\ell$ of labelled datasets as examples of correctly `clustered' datasets, and learn $r$ such that $\mathbb{E}[r(\mathbf{X},\mathbf{y})]$ is high. In order to make $r$ transferable between datasets, we embed each dataset with its corresponding clustering ($\mathbf X_l,\mathbf y_l)$ into a vector $\mathbf z_l \in \mathbb R^{\bf e}$. More formally, the embedding function is of the form:
\begin{equation}
\begin{split}
g: \, \, & \mathbb R^{\bf n\times d}\times \mathbf Y \rightarrow \mathbb R^\mathbf e \\
& (\bf X,\bf y)\mapsto \bf z
\end{split}
\end{equation}
Therefore, the metric $r$ is actually the composition of two functions $g$ and $c_\theta$ (the scoring function from $\mathbb R^{\bf e}$ to $\mathbb R$). Our training procedure is structured around 3 blocs A, B and C detailed in next sections and depicted in figure \ref{framework} and is summarised in the following main steps:
\vspace{15mm}
\begin{enumerate}[{Bloc A}. step 1]
\item Select a labelled dataset $(\bf{X},\bf{y}^*) \sim\mathcal{D}$
\vspace{-2mm}
\item Given a metric function $r$ (output from bloc B step 2, or initialised randomly), we perform a clustering of dataset $\bf X$: $\mathbf{\hat y} =\argmax_\mathbf{y} r(\mathbf{X},\mathbf{y})$
\end{enumerate}
\vspace{-2mm}
\begin{enumerate}[{Bloc B}. step 1]
\item $\bf y^*$ and $\bf{\hat{y}}$ are represented as graphs where each clique represents a cluster.\vspace{-2mm}
\item Graph convolutional autoencoders perform feature extraction from $\bf \hat{y}$ and $\bf y^*$ and output embeddings $\bf \hat{z}$ and $\bf z^*$
\end{enumerate}
\vspace{-2mm}
\begin{enumerate}[{Bloc C}. step 1]
\item The metric $r$ is modelled by a WGAN critic that outputs evaluations of the clusterings: $r(\bf X,\bf y^*) = c_\theta(\bf z^*)$ and $r(\bf X,\bf \hat{y}) = c_\theta(\bf \hat z)$\vspace{-2mm}
\item Train the model using the error between $r(\bf X,\bf y^*)$ and $r(\bf X,\bf \hat{y})$.
\end{enumerate}
\vspace{-3mm}
\begin{figure}[h!]
\centering
\includegraphics[width=\columnwidth]{Figure.png}
\caption{Our framework's 3 components: the clustering mechanism (A), the GAE (B) and the WGAN (C). (A) takes an unlabelled dataset $\mathbf {X}$ as input and outputs a clustering $\mathbf{\hat{y}}$ that maximises a metric $r$. $\mathbf{\hat{y}}$ is then turned into a graph $\mathcal{G}(\mathbf{X},\mathbf{\hat{y}})$ then into an embedding vector $\mathbf{\hat{z}}$ using (B). Same goes for the correctly labelled dataset, which is embedded as $\mathbf{\hat{z}^*}$. Then, (C), which is the metric itself, evaluates $\mathbf{\hat{z}}$ and $\mathbf{z}^*$ using $c_\theta$ and is trained to produce a new metric $r$ which is then used for (A) in the next iteration.}
\label{framework}
\end{figure}
\begin{comment}
\begin{table}[!ht]
\centering
\caption{Summary of notations}
\begin{tabular}{lp{6.3cm}}
\hline
$\mathbf X$ & A dataset of $n$ points, $x_i \in \mathbb{R}^{\bf d}$\\
$\mathbf y^*$ & True clustering (cluster labels) of $\mathbf X$, $\in \{1,\dots,k\}^n$ \\
$\mathbf y$ & A possible clustering of $\mathbf X$ \\
$\hat{\bf y}$ & Clustering retained after optimisation for a fixed function $r$\\
$\mathcal{M}_{n,m}$ & Set of matrices with $n$ lines and $m$ columns\\
$\mathcal{G}(\mathbf X,\mathbf y)$ & Graph representing a clustered version of $\mathbf X$\\
$A$ & An adjacency matrix \\
$X$ & Feature matrix of $\mathbf X$. $X \in \mathcal{M}_{n,d} $\\
$\bf z^*,\bf\hat{z}$ & Embedding, $\in \mathbb{R}^{\bf e}$, of $(\bf{X},\bf{y}^*)$, and $(\bf{X},\bf{y})$, respectively \\
$r$ & Metric $\mathbb{R}^{\bf n\times d}\times \mathbb N^{\mathbf n} \mapsto \mathbb{R}$, scoring of the clustering \\
CEM & Cross-entropy method\\
$\mathcal{S}$ & Set of all intermediate clustering solutions found through CEM \\[1ex]
\hline
\end{tabular}
\end{table}
\end{comment}
\vspace{-8mm}
\subsection{Clustering mechanism}\label{clustering}
We seek the most suitable optimisation algorithm for clustering given $r$. Considering a neural network that performs the clustering, we need to find its weights $w$ such that the metric is maximised (see equation \eqref{w}). The type of algorithm to use depends on the nature of the metric $r$ to optimise on.
\begin{equation}\label{w}
\text{CEM}_r(\mathbf X)\xrightarrow{\text{finds}} w^* = \argmax_w r(\mathbf{X},\mathbf{y}^w)
\end{equation}
Where $\mathbf y^w$ is a clustering obtained with the weights $w$. The metric is assumed to hold certain properties, discussed in \ref{critic}:
\begin{itemize}
\item \textbf{Unique Maximum:} A unique optimal clustering. $r$ has a unique maximum.
\vspace{-6mm}
\item \textbf{Continuity\footnote{As a reminder, Let $T$ and $U$ be two topological spaces. A function $f:T\mapsto U$ is continuous in the open set definition if for every $t\in T$ and every open set $u$ containing $f(t)$, there exists a neighbourhood $v$ of $t$ such that $f(v)\subset u$.}}: Any two clusterings $\mathbf y$ and $\mathbf y'$ should be similar if $r(\mathbf y)$ and $r(\mathbf y')$ are close in $\mathbb{R}$ space. Hence, $r$ has to satisfy a continuity constraint.
\end{itemize}
There is no guarantee that the best metric for the clustering task is differentiable.
Given the above assumptions, conditions are favourable for evolutionary strategies (ES) to iteratively converge towards the optimal solution. Indeed, if $r$ is continuous and the series $((\mathbf{X},\mathbf{y}_1),\dots,(\mathbf{X},\mathbf{y}_p))$ converges towards $(\mathbf{X},\mathbf{y}^*)$ then $(r(\mathbf{X},\mathbf{y}_1),\dots,r(\mathbf{X},\mathbf{y}_p))$ converges towards $r(\mathbf{X},\mathbf{y}^*)$.
We choose the Cross-Entropy Method (CEM) \cite{CEM}, a popular ES algorithm for its simplicity, to optimise the clustering neural network weights by solving Eq.\eqref{w} (algorithm \ref{Alg:CEM_algo}).
\begin{algorithm}[tb]
\caption{CEM Algorithm}
\label{Alg:CEM_algo}
\begin{algorithmic}
\STATE \textbf{Input:} Dataset $X\in\mathbb R^{\bf{n} \times \bf{d}}$; score function $r$; $\mu \in \mathbb{R}^{\bf{d}}$ and $\sigma \in \mathbb{R}^{\bf{d}}$; elite percentage to retain $p$; $n$ samples of $w_i \sim \mathcal{N}(\mu,\text{diag}(\sigma))$; $T$ number of iterations
\FOR{$\textnormal{iteration}=1$ {\bfseries to} $T$}
\STATE Produce $n$ samples of neural network weights $w_i \sim \mathcal{N(\mu,\text{diag}(\sigma))}$
\STATE Produce clusterings $y_i$ of $X$ using each $w_i$
\STATE Evaluate $r_i = r(X,y_i)$
\STATE Constitute the elite set of $p\%$ best $w_i$
\STATE Fit a Gaussian distribution with diagonal covariance to the elite set and get a new $\mu_t$ and $\sigma_t$
\ENDFOR
\STATE {\bfseries return:} $\mu$, $w^*$
\end{algorithmic}
\end{algorithm}
\subsection{Graph based dataset embedding}
To capture global properties and be transferable across different datasets, we argue that it is necessary to input all the points of a dataset at once. Hence, instead of pairwise similarities between random pairs of points, we propose to get a representation of the relation between a bunch of neighbouring points. Thus, we represent each dataset by a graph structure $\mathcal{G}(\mathbf{X},\mathbf y)$ where each node corresponds to a point in $\mathbf{X}$ and where cliques represent clusters as shown in figure \ref{framework}. This representation takes the form of a feature matrix $X$ and an adjacency matrix $A$.
Using $X$, and $A$, we embed the whole dataset into a vector $\bf z \in \mathbb{R}^{\mathbf e}$. To do so, we use graph autoencoders (GAE). Our implementation is based on \cite{GAE}.
\begin{comment}
Specifically, we have $\{X,A\} \mapsto \bf z$, under the following mechanism:
\begin{equation}
\begin{aligned}
GCN(X,A)= Relu(\Tilde{A}XW_0) = \Bar{X}\\
\end{aligned}
\end{equation}
With $\Tilde{A}$ the symmetrically normalized adjacency matrix and $(W_0,W_1)$ the GCN weight matrices.
\begin{equation}
\begin{aligned}
z=\Tilde{A}\Bar{X}W_1
\end{aligned}
\end{equation}
Finally, the decoder outputs a new adjacency matrix using the sigmoid function $\sigma$:
\begin{equation}
\begin{aligned}
\hat{A}=\sigma(zz^T)
\end{aligned}
\end{equation}
\end{comment}
We obtain $z \in \mathcal{M}_{n,m}$ which is dependent of the shape of the dataset (where $m$ is a user specified hyper-parameter). In order to make it independent from the number of points in $\mathcal{X}$, we turn the matrix $z$ into a square symmetrical one $z \xleftarrow{} z^Tz \in \mathcal{M}_{m,m}$. The final embedding corresponds to a flattened version of the principal triangular bloc of $z^Tz$, which shape is $\mathbf e=(\frac{m+1}{2},1)$. However, the scale of the output still depends on the number of points in the dataset. This could cause an issue when transferring to datasets with a vastly different number of data points. It should therefore require some regularisation; in order to simplify, we decided to use datasets with approximately the same number of points.
\subsection{A critic as a metric}\label{critic}
With embedded vectors of the same shape, we compare the clusterings proposed $\mathbf{\hat{z}}$ and the ground truth ones $\bf z$ using the metric $r$. $r$ is a function mapping an embedding vector $\mathbf z\in \mathbb R^{\mathbf e}$ to $\mathbb{R}$, we therefore parameterise it as:
\begin{equation}\label{large_state_reward}
r_\alpha(\mathbf X,\mathbf y)=r_\alpha(\mathbf z)=\alpha_1\phi_1(\mathbf z)+\alpha_2\phi_2(\mathbf z)+...+\alpha_h\phi_h(\mathbf z)
\end{equation}
Where $\phi_j(\mathbf z)\in \mathbb R$. As per \cite{Russell}, learning a viable metric is possible provided both the following constraints: (1) maximising the difference between the quality of the optimal decision and the quality of the second best; (2) minimising the amplitude of the metric function as using small values encourages the metric function to be simpler, similar to regularisation in supervised learning.
When maximising the metric difference between the two clusterings that have the highest scores, we get a similarity score as in traditional metric learning problems. The problem is formulated by equation \eqref{general_optimization} where $\mathcal{S}$ is a set of solutions (i.e., clustering proposals) found using $r_\alpha$ and $\mathbf{y}^*$ is the true clustering, $\mathbf{y}^{\text{max}}$ is the best solution found in $\mathcal{S}$: $\mathbf{y}^{\text{max}} = \argmax_{\mathbf{y}\in\mathcal S}r_\alpha(\mathbf X, \mathbf{y})$.
\begin{equation}\label{general_optimization}
\begin{aligned}
\min_\alpha r_\alpha(\mathbf X, \mathbf y^*) & -\max_\alpha \min_{\mathbf y'\in \mathcal S\setminus \mathbf y^{\text{max}}} r_\alpha(\mathbf X,\mathbf y^{\text{max}})-r_\alpha(\mathbf X,\mathbf y')\\
& \quad \text{s.t} \quad \mathbf{y}^*=\argmax_{\mathbf{y}\in \mathbf{Y}}r(\mathbf{y})
\end{aligned}
\end{equation}
\begin{algorithm}[h!]
\footnotesize
\caption{Critic2Metric (C2M)}\label{Complete_algo}
\SetAlgoLined
\KwInput{$b$: batch size, $epoch$: number of epochs; $p$: percentage of elite weights to keep; $iteration$: number of CEM iterations; $population$: number of weights to generate; $\mu \in \mathbb{R}^d$: CEM mean; $\sigma \in \mathbb{R}^d$: CEM standard deviation, $\theta$: critic's weights}
\For{$n=1$ {\bfseries to} epoch}{
\For{$k=1$ {\bfseries to} b}{
Sample $(\mathbf X_{k},\mathbf y_k^*) \sim \mathcal D $ a correctly labelled dataset\\
Generate ground truth embeddings $\mathbf z_{(\mathbf X_{k},\mathbf y_k^*)}=GAE(\mathcal{G}(\mathbf X_k,\mathbf y_k^*))$ \\
Initialise clustering neural network weights $\{w_j\}_{j=1}^{population}$ \\
\For{$i=1$ {\bfseries to} iteration}{
\For{$j=1$ {\bfseries to} population}
{Generate clusterings $\mathbf{\hat{y}}_k^{w_j}$ \\
Convert $\mathbf{\hat{y}}_k^{w_j}$ into a graph\\
$\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w_j})}= GAE(\mathcal{G}(\mathbf X_k,\hat{\mathbf y}_k^{w_j}))$ \\
Evaluate: $r(\mathbf X_k,\hat{\mathbf y}_k^{w_j}) = c_\theta(\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w_j})})$}
Keep proportion $p$ of best weights $w_p$ \\
$w^* \xleftarrow{} \text{CEM}(w_p, \mu, \sigma)$}
Generate clustering $\mathbf{y}_k^{w^*}$\\
$\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w^*})} = GAE(\mathcal{G}(\mathbf X_k,\hat{\mathbf y}_k^{w^*}))$ \\
Train critic as in \cite{WGAN} using $\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w^*})}$ and $\mathbf z_{(\mathbf X_{k},\mathbf y_k^*)}$ \;
}}
\end{algorithm}
\vspace{-5mm}
To solve equation \eqref{general_optimization}, we
use a GAN approach where the clustering mechanism (i.e., CEM) plays the role of the generator while a critic (i.e., metric learning model) plays the role of the discriminator. In a classic GAN, the discriminator only has to discriminate between real and false samples, making it use a cross entropy loss. With this kind of loss, and in our case, the discriminator quickly becomes too strong. Indeed, the score output by the discriminator becomes quickly polarised around 0 and 1.
\vspace{-1mm}
For this reason, we represent $r$ as the critic of a WGAN \cite{WGAN}. This critic scores the realness or fakeness of a given sample while respecting a smoothing constraint. The critic measures the distance between data distribution of the training dataset and the distribution observed in the generated samples. Since WGAN assumes that the optimal clustering provided is unique, the metric solution found by the critic satisfies equation \eqref{general_optimization} constraints. $r$ reaching a unique maximum while being continuous, the assumptions made in section \ref{clustering} are correctly addressed.
To train the WGAN, we use the loss $\mathcal{L}$ in equation \eqref{WGAN_loss} where $\bf \hat{z}$ is the embedding vector of a proposed clustering and $\bf z$ is the embedding vector of the desired clustering. Our framework is detailed in algorithm \ref{Complete_algo}.
\vspace{-1mm}
\begin{equation}\label{WGAN_loss}
\mathcal{L}(\mathbf z^*,\mathbf {\hat{z}})=\max_{\theta}\mathbb{E}_{\mathbf z^*\sim p}[f_\theta(\mathbf z^*)] - \mathbb{E}_{\mathbf {\hat{z}}\sim p(\mathbf {\hat{z})}}[f_\theta(\mathbf {\hat{z}})]
\end{equation}
\section{Experiments}\label{sec:experiments}
\vspace*{-\baselineskip}
\begin{table*}[h!]
\centering
\begin{adjustbox}{width=\columnwidth, center}
\begin{tabular}{||c || c || c || c || c || c || c || c || c || c ||}
\hline
\multicolumn{1}{||c|}{\textbf{Dataset family}} &
\multicolumn{4}{||c|}{Synthetic data} &
\multicolumn{3}{||c|}{MNIST} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}Street view\\ house numbers\end{tabular}} &
\multicolumn{1}{c||}{Omniglot} \\
\hline
\multicolumn{1}{||c|}{\textbf{Dataset}} &
\multicolumn{1}{||c|}{Blob} &
\multicolumn{1}{||c|}{Moon} &
\multicolumn{1}{||c|}{Circles} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}Aniso-\\ tropic\end{tabular} } &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}MNIST-digits\\ \cite{MNIST_digits}\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}letters MNIST\\ \cite{MNIST_letters}\end{tabular} } &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}fashion MNIST\\ \cite{fashion_MNIST}\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}SVHN\\ \cite{SVHN}\end{tabular}} &
\multicolumn{1}{c||}{\begin{tabular}{@{}c@{}}Omniglot\\ \cite{omniglot}\end{tabular} } \\
\hline
\multicolumn{1}{||c|}{\textbf{Snapshot}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Blobs.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Aniso.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Circles.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Moons.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_example.jpg}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_letter.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_fashion.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{SVHN.png}}} &
\multicolumn{1}{c||}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Omniglot.PNG}}} \\
\hline
\multicolumn{1}{||c|}{\textbf{\begin{tabular}{@{}c@{}}Feature\\ dimension\end{tabular} }} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$32 \times 32$} &
\multicolumn{1}{c||}{$105 \times 105$} \\
\hline
\multicolumn{1}{||c|}{\textbf{\begin{tabular}{@{}c@{}}Maximum number\\ of clusters\end{tabular}}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{||c|}{26} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{c||}{47} \\
\hline
\multicolumn{1}{||c|}{\textbf{Size}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{60000} &
\multicolumn{1}{||c|}{145600} &
\multicolumn{1}{||c|}{60000} &
\multicolumn{1}{||c|}{73257} &
\multicolumn{1}{c||}{32460} \\
\hline
\end{tabular}
\end{adjustbox}
\caption{Datasets description}
\vspace{-8mm}
\label{tab:dataset}
\end{table*}
For empirical evaluation, we parameterise our framework as follows: The critic (block C in Fig~\ref{framework}) is a 5 layer network of sizes 256, 256, 512, 512, and 1 (output) neurons. All activation functions are LeakyRelu ($\alpha=0.2$) except last layer (no activation). RMSprop optimizer with $0.01$ initial learning rate and a decay rate of $0.95$. The CEM-trained neural network (bloc A in Fig~\ref{framework}) has 1 hidden layer of size 16 with Relu activation, and a final layer of size $k=50$ (the maximum number of clusters). The GAE (bloc B in Fig~\ref{framework}) has 2 hidden layers; sized 32 and 16 for synthetic datasets, and 100 and 50 for real datasets.
We choose datasets based on 3 main criteria: having a similar compatible format; datasets should be large enough to allow diversity in subsampling configurations to guarantee against overfitting; datasets should be similar to the ones used in our identified baseline literature. All used datasets are found in table \ref{tab:dataset}.
For training, we construct $n$ sample datasets and their ground truth clustering, each containing 200 points drawn randomly from a set of 1500 points belonging to the training dataset. Each one of these datasets, along with their clustering is an input to our model. To test the learned metric, we construct 50 new sample datasets from datasets that are different from the training one (e.g., if we train the model on MNIST numbers, we will use datasets from MNIST letters or fashion to test the metric). The test sample datasets contain 200 points each for synthetic datasets and 1000 points each otherwise. The accuracies are then averaged accross the 50 test sample datasets.
To test the ability of the model to learn using only a few samples, we train it using 5 (few shots) and 20 datasets (standard), each containing a random number of clusters. For few shots trainings, we train the critic for 1 epoch and 10 epochs for standard trainings.
To evaluate the clustering, we use Normalised-Mutual Information (NMI) \cite{NMI} and clustering accuracy (ACC) \cite{ACC}. NMI provides a normalised measure that is invariant to label permutations while ACC measures the one-to-one matching of labels. For clustering, we only need that the samples belonging to the same cluster are attributed the same label, independently from the label itself. However, since we want to analyse the behaviour of the metric learned through our framework, we are interested in seeing whether it is permutation invariant or not. Hence, we need the two measures.
\subsection{Results on 2D synthetic datasets}
Analysis on synthetic datasets (see table \ref{tab:dataset}) proves that our model behaves as expected. We do not compare our results to any baseline since existing unsupervised methods are well studied on them.
We train our model using exclusively samples from blobs datasets. We then test the learned metric on the 4 different types of synthetic datasets (blobs, anisotropic, moons and circles). Results are displayed in table \ref{sci-kit_results}. We observe that the model obtains the best score on blobs since it is trained using this dataset. We can also notice that our model achieves high scores for the other types of datasets not included in training.
\begin{table} [h!]
\centering
\begin{tabular}{LCCCC}
\toprule
\multicolumn{1}{l}{Types of datasets} &
\multicolumn{2}{c}{Standard training} &
\multicolumn{2}{c}{Few shots training} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
&
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Blobs} & 98.4\% & 0.980 & 97.3\% & 0.965\\
\text{Anisotropic} & 97.9\% & 0.967 & 97.2\% & 0.945\\
\text{Circles} & 91.7\% & 0.902 & 92.7\% & 0.900\\
\text{Moons} & 92.1\% & 0.929 & 92.8\% & 0.938\\
\bottomrule
\end{tabular}
\caption{Average ACC and NMI on synthetic test datasets.}
\vspace{-5mm}
\label{sci-kit_results}
\end{table}
Our model succeeds in clustering datasets presenting non linear boundaries like circles while blobs datasets used in training are all linearly separable. Hence, the model learns intrinsic properties of training dataset that are not portrayed in the initial dataset structure, and thus that the metric appears to be transferable.
\textbf{Critic's ablation study}. To test if the critic behaves as expected, i.e., grades the clustering proposals proportionally to their quality, we test it on wrongly labelled datasets to see if the score decreases with the number of mislabelled points. We consider 50 datasets from each type of synthetic datasets, create 50 different copies and mislabel a random number of points in each copy. A typical result is displayed in figure \ref{ablation} and shows that the critic effectively outputs an ordering metric as the score increases when the number of mislabelled points decreases, reaching its maximum when there is no mislabelled point. This shows that the metric satisfies the constraints stated in equation \ref{general_optimization}.
\vspace{-1mm}
\begin{figure}[h!]
\centering
\includegraphics[width=0.6\columnwidth]{capture.png}
\caption{Metric values (i.e., scores given by the critic) for several clusterings of a dataset. Plots are from an anisotropic dataset (left) and a moons dataset (right). In a 2 cluster case (right), the formula used to compute mislabelled points has been made sensitive to label permutation to verify if permuted labels can fool the critic. The critic assigns a high score either when all the labels match the given ground truth or when all the labels are permuted (which again does not affect the correctness of the clustering)}
\vspace{-2mm}
\label{ablation}
\end{figure}
\vspace{-6mm}
An interesting behaviour is shown in figure \ref{ablation}. Recall that since we are in the context of a clustering problem, we only need for the samples belonging to the same cluster to get the same label, independently from the cluster label itself. Thus, the formula used to compute mislabelled points has been made sensitive to label permutation to verify if permuted labels can fool the critic. For instance, in a 2 clusters case, one can switch the labels of all points in each cluster and still get the maximum score. Switching all labels makes all the points wrongly labelled compared to the given ground truth but nonetheless the clustering itself remains true. This explains the rounded shape in figure \ref{ablation} where the used datasets in the right panel only consisted of 2 clusters. The critic assigns a high score either when all the labels match the given ground truth or when all the labels are permuted (which does not affect the correctness of the clustering).
\vspace{-3mm}
\subsection{Results on MNIST datasets}\label{MNIST_section}
\vspace{-1mm}
MNIST datasets give similar results both in terms of ACC and NMI on all test datasets regardless of the used training dataset (see table \ref{MNIST_result}). Hence, the model effectively capture implicit features that are dataset independent. While standard training shows better results, the few shots training has close performance.
\begin{table}[h!]
\centering
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Numbers (standard)} & 72.3\% & 0.733 & 81.3\% & 0.861 & 65.2\% & 0.792 \\
\text{Numbers (few shots)} & 68.5\% & 0.801 & 79.0\% & 0.821 & 61.8\% & 0.672 \\
\text{Letters (standard)} & 75.9\% & 0.772 & 83.7\% & 0.854 & 67.5\% & 0.800 \\
\text{Letters (few shots)} & 69.8\% & 0.812 & 78.7\% & 0.806 & 60.9\% & 0.641 \\
\text{Fashion (standard)} & 70.6\% & 0.706 & 83.4\% & 0.858 & 72.5\% & 0.762 \\
\text{Fashion (few shots)} & 70.1\% & 0.690 & 82.1\% & 0.834 & 70.7\% & 0.697 \\
\bottomrule
\end{tabular}
\caption{Mean clustering performance on MNIST dataset.}
\label{MNIST_result}
\end{table}
\vspace{-12mm}
\begin{table}[h!]
\centering
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} \\
\midrule
\text{Numbers (standard)} & 78.3\% & 92.5\% & 86.0\% & 97.5\% & 69.2\% & 87.2\%\\
\text{Numbers (few shots)} & 75.8\% & 82.1\% & 83.3\% & 92.0\% & 65.1\% & 83.9\% \\
\text{Letters (standard)} & 77.4\% & 89.2\% & 88.8\% & 96.4\% & 70.2\% & 86.7\%\\
\text{Letters (few shots)} & 73.1\% & 80.6\% & 85.1\% & 91.5\% & 61.0\% & 76.3\% \\
\text{Fashion (standard} & 70.1\% & 83.1\% & 85.0\% & 98.6\% & 76.9\% & 94.7\%\\
\text{Fashion (few shots)} & 67.9\% & 77.4\% & 83.5\% & 95.3\% & 70.2\% & 88.0\%\\
\bottomrule
\end{tabular}
\caption{Critic based performance assessment: Best corresponds to the percentage of times the critic gives the best score to the desired solution. Top 3 is when this solution is among the 3 highest scores.}
\label{MNIST_theoretic}
\vspace{-4mm}
\end{table}
\begin{comment}
\vspace*{-\baselineskip}
\begin{table}[h!]
\begin{adjustwidth}{-3cm}{-3cm}
\begin{subtable}[t]{0.5\linewidth}
\begin{tabular*}{\columnwidth}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Numbers (standard)} & 72.3\% & 0.733 & 81.3\% & 0.861 & 65.2\% & 0.792 \\
\text{Numbers (few shots)} & 68.5\% & 0.801 & 79.0\% & 0.821 & 61.8\% & 0.672 \\
\text{Letters (standard)} & 75.9\% & 0.772 & 83.7\% & 0.854 & 67.5\% & 0.800 \\
\text{Letters (few shots)} & 69.8\% & 0.812 & 78.7\% & 0.806 & 60.9\% & 0.641 \\
\text{Fashion (standard)} & 70.6\% & 0.706 & 83.4\% & 0.858 & 72.5\% & 0.762 \\
\text{Fashion (few shots)} & 70.1\% & 0.690 & 82.1\% & 0.834 & 70.7\% & 0.697 \\
\bottomrule
\end{tabular*}
\caption{Mean clustering performance on MNIST dataset.}
\label{MNIST_result}
\end{subtable}
\begin{subtable}[t]{0.5\linewidth}
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} \\
\midrule
\text{Numbers (standard)} & 78.3\% & 92.5\% & 86.0\% & 97.5\% & 69.2\% & 87.2\%\\
\text{Numbers (few shots)} & 75.8\% & 82.1\% & 83.3\% & 92.0\% & 65.1\% & 83.9\% \\
\text{Letters (standard)} & 77.4\% & 89.2\% & 88.8\% & 96.4\% & 70.2\% & 86.7\%\\
\text{Letters (few shots)} & 73.1\% & 80.6\% & 85.1\% & 91.5\% & 61.0\% & 76.3\% \\
\text{Fashion (standard} & 70.1\% & 83.1\% & 85.0\% & 98.6\% & 76.9\% & 94.7\%\\
\text{Fashion (few shots)} & 67.9\% & 77.4\% & 83.5\% & 95.3\% & 70.2\% & 88.0\%\\
\bottomrule
\end{tabular}
\caption{Critic based performance assessment: Best corresponds to the percentage of times the critic gives the best score to the desired solution. Top 3 is when this solution is among the 3 highest scores.}
\label{MNIST_theoretic}
\end{subtable}
\caption{Results on MNIST datasets}
\end{adjustwidth}
\vspace{-4mm}
\end{table}
\end{comment}
\vspace{-2mm}
Table \ref{MNIST_theoretic} shows the percentage of times the critic attributes the best score to the desired solution. It shows that ES algorithm choice has a significant impact on the overall performance. Even with a metric that attributes the best score to the desired clustering, the CEM may be stuck in a local optimum and fails to reconstruct back the desired clustering. Hence, a better optimisation can enhance the performance shown in table \ref{MNIST_result} closer to the one presented in table \ref{MNIST_theoretic}.
\subsection{Comparative study}
We compare our approach with baseline methods from the literature
(table \ref{comparative_results}). For some methods, we followed the procedure in \cite{transfer_clustering} and used their backbone neural network as a pairwise similarity metric. Table \ref{Results_SVHN} reports results when training on SVHN and testing on MNIST numbers. We obtain close ACC values to CCN and ATDA \cite{ATDA}. These methods uses Omniglot as an auxiliary dataset to learn a pairwise similarity function, which is not required for our model. Our model only uses a small fraction of SVHN, has shallow networks and does not require any adaptation to its loss function to achieve comparable results. Finally, other cited methods require the number of clusters as an a priori indication. We achieve comparable results without needing this information. When the loss adaptation through Omniglot is discarded (denoted source-only in table \ref{Results_SVHN}), or if the number of clusters is not given, their accuracy falls and our model surpasses them by a margin.
\vspace{-6mm}
\begin{table}[h!]
\begin{subtable}[c]{0.5\textwidth}
\centering
\begin{tabular}{LCC}
\toprule
\text{Method} & \multicolumn{2}{c}{\text{ACC}} \\
\midrule
& \text{Loss Adaptation} & \text{Source Only}\\
\midrule
\text{DANN \cite{DANN}} & 73.9\% & 54.9\%\\
\text{LTR \cite{LTR}} & 78.8\% & 54.9\%\\
\text{ATDA \cite{ATDA}} & 86.2\% & 70.1\%\\
\text{CCN \cite{transfer_clustering}} & 89.1\% & 52\%\\
\text{Ours (standard)} & - & 84.3\% \\
\text{Ours (few shots)} & - & 81.4\% \\
\bottomrule
\end{tabular}
\subcaption{Unsupervised cross-task transfer from SVHN to MNIST digits.}
\vspace{-2mm}
\label{Results_SVHN}
\end{subtable}
\begin{subtable}[c]{0.5\textwidth}
\centering
\begin{tabular}{LCC}
\toprule
\text{Method} & \text{ACC} & \text{NMI} \\
\midrule
\text{k-means} & 18.9\% & 0.464 \\
\text{CSP \cite{CSP}} & 65.4\% & 0.812 \\
\text{MPCK-means \cite{mpckmeans}} & 53.9\% & 0.816 \\
\text{CCN \cite{transfer_clustering}} & 78.18\% & 0.874 \\
\text{DTC \cite{learn}} & 87.0\% & 0.945 \\
\text{Autonovel \cite{autonovel}} & 85.4\% & - \\
\text{Ours (standard)} & 83.4\% & 0.891 \\
\bottomrule
\end{tabular}
\subcaption{Unsupervised cross-task transfer from $\text{Omniglot}_\text{train}$ to $\text{Omniglot}_\text{test}$ ($k=100$ for all).}
\vspace{-2mm}
\label{Omniglot_results}
\end{subtable}
\caption{Comparative clustering performance}
\vspace{-8mm}
\label{comparative_results}
\end{table}
Table \ref{Omniglot_results} reports results when training on $\text{Omniglot}_\text{train}$ and testing on $\text{Omniglot}_\text{test}$. Values are averaged across $20$ alphabets which have $20$ to $47$ letters. We set the maximum number of clusters $k=100$. When the number of clusters is unknown, we get an ACC score relatively close to DTC and Autonovel. Compared to these two approaches, our method bears several significant advantages:
\begin{itemize}
\vspace{-2mm}
\item \textbf{Deep Networks}: DTC and Autonovel used Resnets as a backbone which are very deep networks while we only used shallow networks (2 layers maximum)
\vspace{-6mm}
\item \textbf{Pairwise similarity}: in Autonovel the authors used a pairwise similarity statistic between datasets instances which we aimed to avoid due to its significant computational bottleneck. Moreover, this metric is recalculated after each training epoch, which adds more complexity.
\vspace{-2mm}
\item \textbf{Vision tasks:} While DTC can only handle vision tasks, we present a more general framework which includes vision but also tabular datasets.
\vspace{-2mm}
\item \textbf{Number of classes}: DTC and Autonovel used the labelled dataset as a probe dataset, and estimates the number of classes iteratively, and when the labelled clusters are correctly recovered, they used the ACC metric to keep the best clustering. This approach is effective, but requires access to the labelled dataset at inference time to estimate the number of classes. This is a shortcoming (memory or privacy limitations). Our approach does not require the labelled dataset once the metric is learned. Our metric automatically estimates the number of clusters required to any new unlabelled dataset.
\end{itemize}
\vspace{-2mm}
\section{Conclusion}\label{sec:discussion}
We presented a framework for cross domain/task clustering by learning a transferable metric. This framework consisted of ES methods, and GAE alongside a critic. Our model extracts dataset-independent features from labelled datasets that characterise a given clustering, performs the clustering and grades its quality. We showed successful results using only small datasets and relatively shallow architectures. Moreover, there is more room for improvement. Indeed, since our framework is composed of 3 different blocs (CEM, GAE, critic), overall efficiency can be enhanced by independently improving each bloc (i.e replacing CEM).
In future work, we will study the criteria that determine why some auxiliary datasets are more resourceful than others given a target dataset. In our case, this means to study for instance why using the MNIST letters dataset as training allowed a better performance on Fashion MNIST than when using MNIST numbers. This would allow to deliver a minimum performance guarantee at inference time by creating a transferability measure between datasets.
\textbf{Acknowledgements:} We gratefully acknowledge Orianne Debeaupuis for making the figure. We also acknowledge computing support from
NVIDIA. This work was supported by funds from the French Program "Investissements d'Avenir".
\vspace{-4mm}
\bibliographystyle{splncs04}
\section{Introduction}\label{intro}
Clustering is the unsupervised task of assigning a categorical value $y_i \in \{1,\ldots,k\}$ to each data point $x_i \in \mathbf{X}$, where no such example categories are given in the training data; i.e., we should map
$\mathbf X= \{x_1,\ldots,x_n\}\mapsto \mathbf Y = \{y_1,\ldots,y_n\}$
with $\bf X$ the input matrix of n data points, each of dimension d; where $y_i = \kappa$ implies that data point $x_i$ is assigned to the $\kappa$-th cluster.
Clustering methods complete this task by measuring similarity (the distance) between training pairs, using a similarity function $s(x_i,x_j) \in \mathbb{R}_+$.
This similarity function should typically reflect subjective criteria fixed by the user. Basically, this means that the user decides what makes a good clustering. As mentioned in \cite{learn}, ``since classes are a high-level abstraction, discovering them automatically is challenging, and perhaps impossible since there are many criteria that could be used to cluster data (e.g., we may equally well cluster objects by colour, size, or shape). Knowledge about some classes is not only a realistic assumption, but also indispensable to narrow down the meaning of clustering". Taking the example of MNIST \cite{MNIST_digits}, one usually groups the same numbers together because these numbers share the highest amount of features (e.g., mutual information based models do that). However one may want to group numbers given their roundness. In this case, we may obtain two clusters, namely straight shaped numbers (i.e., 1, 4,7) and round shaped numbers (i.e., all the others). Both clustering solutions are relevant, since each clustering addresses a different yet possible user subjective criteria (i.e., clustering semantics).
Finding an automated way to derive and incorporate user criteria in a clustering task based on intended semantics can be very hard. Nowadays, the wide availability of shared annotated datasets is a valuable asset and provides examples of possible user criteria. Hence, we argue that, given ``similar'' annotated data, classification logic can be used to derive a user criteria that one can apply to clustering similar non-annotated data. For example, we consider the situation where a human is placed in front of two datasets, each one consisting of letters of a certain alphabet she does not understand. The first dataset is annotated, grouping the same letters together. Only by seeing the first dataset, the person can understand the grouping logic used (grouping same geometrical shapes together) and replicate that logic to the second non annotated dataset and cluster correctly its letters.
In this paper, we are interested in tackling the problem of clustering data when the logic (i.e., user clustering criteria) is encoded into some available labelled datasets.
This raises two main challenges, namely (1) find a solution that works well on the classification task but (2) ensure transferability in its decision mechanism so it is applicable to clustering data from a different domain.
We believe that addressing these challenges calls for the design of a scoring function that should be as general as possible to ensure transferability but is specific enough not to miss the user criteria. More specifically, the scoring function should be a comparing the logic used to produce a certain clustering to the one used to produce clusterings of the already seen training datasets. Using the concept of logic is useful as a logic is general enough to be used on any dataset and specific enough as is it is the main common property shared by all training dataset. Our goal is then to find a suitable metric that retrieves and encapsulate the seen concept for scoring a clustering outcome.
Moreover, modern applications require solutions that are effective when data is of high dimension (i.e., large $d$). While distance-based approaches are broadly used for clustering (e.g., Euclidean distance), we argue that they are not suitable for our problem since they would yield in data specific models in addition to their poor performance in high dimensional spaces due to the curse of dimensionality.
To lower dimensionality, a solution is to perform instance-wise embeddings $x_i \mapsto z_i$, e.g., with an autoencoder. However this mechanism is still domain specific.
To achieve training on more general patterns, we think it is necessary to take the dataset in its entirety. Therefore, instead of learning a metric that compares pairs of data points in a dataset instance (like a similarity measure), a learned metric is applied to sets of data points so comparison is done between sets. The metric can be intuitively understood as a distance between the logic underlying a given clustering and the general logic that was used to produce clusterings in training datasets.
For this, we propose a solution where we use a graph autoencoder \cite{GAE} to embed a set of data points into a vector of chosen dimension. Then, we use the critic part of a Wasserstein GAN (WGAN) \cite{WGAN} to produce a continuous score of the embedded clustering outcome. This critic represents the metric we seek. Thus, our main contributions are:
\vspace{-2mm}
\begin{itemize}
\item We provide a framework for joint metric learning and clustering tasks.
\vspace{-2mm}
\item We show that our proposed solution yields a learned metric that is transferable to datasets of different sizes and dimensions, and across different domains (either vision or tabular) and tasks.
\vspace{-2mm}
\item We obtain results competitive to the state-of-the-art with only a small number of training datasets, relatively simple networks, and no prior knowledge (only an upper bound of the cluster number that can be set to a high value).
\vspace{-6mm}
\item Our method is scalable to large datasets both in terms of number of points or dimensions (e.g the SVHN dataset used in section \ref{sec:experiments}) as it does not have to compute pairwise distances and therefore does not heavily suffer when the number of points or dimensions increase.
\vspace{-2mm}
\item We test the metric on datasets of varying complexity and perform on par with the state-of-the-art while maintaining all the advantages cited above.
\end{itemize}
\section{Related Work}\label{related}
Using auto-encoders before applying classic clustering algorithms resulted in a significant increase of clustering performance, while still being limited by these algorithms capacity.
Deep Embedding Clustering (DEC) \cite{DEC} gets rid of this limitation at the cost of more complex objective functions. It uses an auto-encoder along with a cluster assignment loss as a regularisation. The obtained clusters are refined by minimising the KL-divergence between the distribution of soft labels and an auxiliary target distribution. DEC became a baseline for deep clustering algorithms. Most deep clustering algorithms are based on classical center-based, divergence-based or hierarchical clustering formulations and hence bear limitations like the need for an \textit{a priori} number of clusters.
MPCKMeans \cite{mpckmeans} is more related to metric learning as they use constraints for both metric learning and the clustering objective. However, their learned metrics remain dataset specific and are not transferable.
Constrained Clustering Network (CCN) \cite{transfer_clustering}, learns a metric that is transferable across domains and tasks. Categorical information is reduced to pairwise constraints using a similarity network. Along with the learned similarity function, the authors designed a loss function to regularise the clustering classification. But, using similarity networks only captures local properties instance-wise rather than global geometric properties of dataset clustering. Hence, the learned metric remains non fully transferable, and requires to adapt the loss to the domain to which the metric is transferred to.
In Deep Transfer Clustering (DTC) \cite{learn} and Autonovel \cite{autonovel}, the authors tackle the problem of discovering novel classes in an image collection given labelled examples of other classes. They extended DEC to a transfer learning setting while estimating the number of classes in the unlabelled data. Autonovel uses self-supervised learning to train the representation from scratch on the union of labelled and unlabelled datasets then trains the data representation by optimizing a joint objective function on the labelled and unlabelled subsets of data. We consider these two approaches as our state of the art baselines.
\section{Our Framework}
To restate our objective, we seek an evaluation metric
\begin{equation}\label{eq:map2}
\begin{split}
r : \mathbb R^{\bf n\times d} \times \mathbb {N}^{\bf n}\rightarrow \mathbb{R}\\
(\bf X,\bf y)\mapsto r(\bf X,\bf y)
\end{split}
\end{equation}
where $\bf X \in \mathbb R^{n\times d}$ is a dataset of $n$ points in $d$ dimensions and $\bf y \in \mathbb N^n$ a partition of $\bf X$ (i.e. a clustering of $\bf X$). Metric $r$ should provide a score for \emph{any} labelled dataset of any dimensionality; and in particular this score should be such that $r(\bf{X},\bf y)$ is high when the hamming distance between the ground truth labels $\bf y^*$ and $\bf y$ is small (taking cluster label permutations into account). This would mean that we could perform clustering on any given dataset, simply by solving an optimisation problem even if such a dataset had not been seen before.
Formally stated, our goal is: (1) to produce a metric $r$ that grades the quality of a clustering such that $\bf{y}^*=\argmax_{\bf y} r(\bf X, \bf y)$; (2) Implement an optimisation algorithm that finds $\bf y^*$; (3) use (1) and (2) to perform a clustering on a new unrelated and unlabelled dataset.
We use a collection $\mathcal{D} = \{\mathbf{X}_l,\mathbf{y}_l^*\}_{l=1}^\ell$ of labelled datasets as examples of correctly `clustered' datasets, and learn $r$ such that $\mathbb{E}[r(\mathbf{X},\mathbf{y})]$ is high. In order to make $r$ transferable between datasets, we embed each dataset with its corresponding clustering ($\mathbf X_l,\mathbf y_l)$ into a vector $\mathbf z_l \in \mathbb R^{\bf e}$. More formally, the embedding function is of the form:
\begin{equation}
\begin{split}
g: \, \, & \mathbb R^{\bf n\times d}\times \mathbf Y \rightarrow \mathbb R^\mathbf e \\
& (\bf X,\bf y)\mapsto \bf z
\end{split}
\end{equation}
Therefore, the metric $r$ is actually the composition of two functions $g$ and $c_\theta$ (the scoring function from $\mathbb R^{\bf e}$ to $\mathbb R$). Our training procedure is structured around 3 blocs A, B and C detailed in next sections and depicted in figure \ref{framework} and is summarised in the following main steps:
\vspace{15mm}
\begin{enumerate}[{Bloc A}. step 1]
\item Select a labelled dataset $(\bf{X},\bf{y}^*) \sim\mathcal{D}$
\vspace{-2mm}
\item Given a metric function $r$ (output from bloc B step 2, or initialised randomly), we perform a clustering of dataset $\bf X$: $\mathbf{\hat y} =\argmax_\mathbf{y} r(\mathbf{X},\mathbf{y})$
\end{enumerate}
\vspace{-2mm}
\begin{enumerate}[{Bloc B}. step 1]
\item $\bf y^*$ and $\bf{\hat{y}}$ are represented as graphs where each clique represents a cluster.\vspace{-2mm}
\item Graph convolutional autoencoders perform feature extraction from $\bf \hat{y}$ and $\bf y^*$ and output embeddings $\bf \hat{z}$ and $\bf z^*$
\end{enumerate}
\vspace{-2mm}
\begin{enumerate}[{Bloc C}. step 1]
\item The metric $r$ is modelled by a WGAN critic that outputs evaluations of the clusterings: $r(\bf X,\bf y^*) = c_\theta(\bf z^*)$ and $r(\bf X,\bf \hat{y}) = c_\theta(\bf \hat z)$\vspace{-2mm}
\item Train the model using the error between $r(\bf X,\bf y^*)$ and $r(\bf X,\bf \hat{y})$.
\end{enumerate}
\vspace{-3mm}
\begin{figure}[h!]
\centering
\includegraphics[width=\columnwidth]{Figure.png}
\caption{Our framework's 3 components: the clustering mechanism (A), the GAE (B) and the WGAN (C). (A) takes an unlabelled dataset $\mathbf {X}$ as input and outputs a clustering $\mathbf{\hat{y}}$ that maximises a metric $r$. $\mathbf{\hat{y}}$ is then turned into a graph $\mathcal{G}(\mathbf{X},\mathbf{\hat{y}})$ then into an embedding vector $\mathbf{\hat{z}}$ using (B). Same goes for the correctly labelled dataset, which is embedded as $\mathbf{\hat{z}^*}$. Then, (C), which is the metric itself, evaluates $\mathbf{\hat{z}}$ and $\mathbf{z}^*$ using $c_\theta$ and is trained to produce a new metric $r$ which is then used for (A) in the next iteration.}
\label{framework}
\end{figure}
\begin{comment}
\begin{table}[!ht]
\centering
\caption{Summary of notations}
\begin{tabular}{lp{6.3cm}}
\hline
$\mathbf X$ & A dataset of $n$ points, $x_i \in \mathbb{R}^{\bf d}$\\
$\mathbf y^*$ & True clustering (cluster labels) of $\mathbf X$, $\in \{1,\dots,k\}^n$ \\
$\mathbf y$ & A possible clustering of $\mathbf X$ \\
$\hat{\bf y}$ & Clustering retained after optimisation for a fixed function $r$\\
$\mathcal{M}_{n,m}$ & Set of matrices with $n$ lines and $m$ columns\\
$\mathcal{G}(\mathbf X,\mathbf y)$ & Graph representing a clustered version of $\mathbf X$\\
$A$ & An adjacency matrix \\
$X$ & Feature matrix of $\mathbf X$. $X \in \mathcal{M}_{n,d} $\\
$\bf z^*,\bf\hat{z}$ & Embedding, $\in \mathbb{R}^{\bf e}$, of $(\bf{X},\bf{y}^*)$, and $(\bf{X},\bf{y})$, respectively \\
$r$ & Metric $\mathbb{R}^{\bf n\times d}\times \mathbb N^{\mathbf n} \mapsto \mathbb{R}$, scoring of the clustering \\
CEM & Cross-entropy method\\
$\mathcal{S}$ & Set of all intermediate clustering solutions found through CEM \\[1ex]
\hline
\end{tabular}
\end{table}
\end{comment}
\vspace{-8mm}
\subsection{Clustering mechanism}\label{clustering}
We seek the most suitable optimisation algorithm for clustering given $r$. Considering a neural network that performs the clustering, we need to find its weights $w$ such that the metric is maximised (see equation \eqref{w}). The type of algorithm to use depends on the nature of the metric $r$ to optimise on.
\begin{equation}\label{w}
\text{CEM}_r(\mathbf X)\xrightarrow{\text{finds}} w^* = \argmax_w r(\mathbf{X},\mathbf{y}^w)
\end{equation}
Where $\mathbf y^w$ is a clustering obtained with the weights $w$. The metric is assumed to hold certain properties, discussed in \ref{critic}:
\begin{itemize}
\item \textbf{Unique Maximum:} A unique optimal clustering. $r$ has a unique maximum.
\vspace{-6mm}
\item \textbf{Continuity\footnote{As a reminder, Let $T$ and $U$ be two topological spaces. A function $f:T\mapsto U$ is continuous in the open set definition if for every $t\in T$ and every open set $u$ containing $f(t)$, there exists a neighbourhood $v$ of $t$ such that $f(v)\subset u$.}}: Any two clusterings $\mathbf y$ and $\mathbf y'$ should be similar if $r(\mathbf y)$ and $r(\mathbf y')$ are close in $\mathbb{R}$ space. Hence, $r$ has to satisfy a continuity constraint.
\end{itemize}
There is no guarantee that the best metric for the clustering task is differentiable.
Given the above assumptions, conditions are favourable for evolutionary strategies (ES) to iteratively converge towards the optimal solution. Indeed, if $r$ is continuous and the series $((\mathbf{X},\mathbf{y}_1),\dots,(\mathbf{X},\mathbf{y}_p))$ converges towards $(\mathbf{X},\mathbf{y}^*)$ then $(r(\mathbf{X},\mathbf{y}_1),\dots,r(\mathbf{X},\mathbf{y}_p))$ converges towards $r(\mathbf{X},\mathbf{y}^*)$.
We choose the Cross-Entropy Method (CEM) \cite{CEM}, a popular ES algorithm for its simplicity, to optimise the clustering neural network weights by solving Eq.\eqref{w} (algorithm \ref{Alg:CEM_algo}).
\begin{algorithm}[tb]
\caption{CEM Algorithm}
\label{Alg:CEM_algo}
\begin{algorithmic}
\STATE \textbf{Input:} Dataset $X\in\mathbb R^{\bf{n} \times \bf{d}}$; score function $r$; $\mu \in \mathbb{R}^{\bf{d}}$ and $\sigma \in \mathbb{R}^{\bf{d}}$; elite percentage to retain $p$; $n$ samples of $w_i \sim \mathcal{N}(\mu,\text{diag}(\sigma))$; $T$ number of iterations
\FOR{$\textnormal{iteration}=1$ {\bfseries to} $T$}
\STATE Produce $n$ samples of neural network weights $w_i \sim \mathcal{N(\mu,\text{diag}(\sigma))}$
\STATE Produce clusterings $y_i$ of $X$ using each $w_i$
\STATE Evaluate $r_i = r(X,y_i)$
\STATE Constitute the elite set of $p\%$ best $w_i$
\STATE Fit a Gaussian distribution with diagonal covariance to the elite set and get a new $\mu_t$ and $\sigma_t$
\ENDFOR
\STATE {\bfseries return:} $\mu$, $w^*$
\end{algorithmic}
\end{algorithm}
\subsection{Graph based dataset embedding}
To capture global properties and be transferable across different datasets, we argue that it is necessary to input all the points of a dataset at once. Hence, instead of pairwise similarities between random pairs of points, we propose to get a representation of the relation between a bunch of neighbouring points. Thus, we represent each dataset by a graph structure $\mathcal{G}(\mathbf{X},\mathbf y)$ where each node corresponds to a point in $\mathbf{X}$ and where cliques represent clusters as shown in figure \ref{framework}. This representation takes the form of a feature matrix $X$ and an adjacency matrix $A$.
Using $X$, and $A$, we embed the whole dataset into a vector $\bf z \in \mathbb{R}^{\mathbf e}$. To do so, we use graph autoencoders (GAE). Our implementation is based on \cite{GAE}.
\begin{comment}
Specifically, we have $\{X,A\} \mapsto \bf z$, under the following mechanism:
\begin{equation}
\begin{aligned}
GCN(X,A)= Relu(\Tilde{A}XW_0) = \Bar{X}\\
\end{aligned}
\end{equation}
With $\Tilde{A}$ the symmetrically normalized adjacency matrix and $(W_0,W_1)$ the GCN weight matrices.
\begin{equation}
\begin{aligned}
z=\Tilde{A}\Bar{X}W_1
\end{aligned}
\end{equation}
Finally, the decoder outputs a new adjacency matrix using the sigmoid function $\sigma$:
\begin{equation}
\begin{aligned}
\hat{A}=\sigma(zz^T)
\end{aligned}
\end{equation}
\end{comment}
We obtain $z \in \mathcal{M}_{n,m}$ which is dependent of the shape of the dataset (where $m$ is a user specified hyper-parameter). In order to make it independent from the number of points in $\mathcal{X}$, we turn the matrix $z$ into a square symmetrical one $z \xleftarrow{} z^Tz \in \mathcal{M}_{m,m}$. The final embedding corresponds to a flattened version of the principal triangular bloc of $z^Tz$, which shape is $\mathbf e=(\frac{m+1}{2},1)$. However, the scale of the output still depends on the number of points in the dataset. This could cause an issue when transferring to datasets with a vastly different number of data points. It should therefore require some regularisation; in order to simplify, we decided to use datasets with approximately the same number of points.
\subsection{A critic as a metric}\label{critic}
With embedded vectors of the same shape, we compare the clusterings proposed $\mathbf{\hat{z}}$ and the ground truth ones $\bf z$ using the metric $r$. $r$ is a function mapping an embedding vector $\mathbf z\in \mathbb R^{\mathbf e}$ to $\mathbb{R}$, we therefore parameterise it as:
\begin{equation}\label{large_state_reward}
r_\alpha(\mathbf X,\mathbf y)=r_\alpha(\mathbf z)=\alpha_1\phi_1(\mathbf z)+\alpha_2\phi_2(\mathbf z)+...+\alpha_h\phi_h(\mathbf z)
\end{equation}
Where $\phi_j(\mathbf z)\in \mathbb R$. As per \cite{Russell}, learning a viable metric is possible provided both the following constraints: (1) maximising the difference between the quality of the optimal decision and the quality of the second best; (2) minimising the amplitude of the metric function as using small values encourages the metric function to be simpler, similar to regularisation in supervised learning.
When maximising the metric difference between the two clusterings that have the highest scores, we get a similarity score as in traditional metric learning problems. The problem is formulated by equation \eqref{general_optimization} where $\mathcal{S}$ is a set of solutions (i.e., clustering proposals) found using $r_\alpha$ and $\mathbf{y}^*$ is the true clustering, $\mathbf{y}^{\text{max}}$ is the best solution found in $\mathcal{S}$: $\mathbf{y}^{\text{max}} = \argmax_{\mathbf{y}\in\mathcal S}r_\alpha(\mathbf X, \mathbf{y})$.
\begin{equation}\label{general_optimization}
\begin{aligned}
\min_\alpha r_\alpha(\mathbf X, \mathbf y^*) & -\max_\alpha \min_{\mathbf y'\in \mathcal S\setminus \mathbf y^{\text{max}}} r_\alpha(\mathbf X,\mathbf y^{\text{max}})-r_\alpha(\mathbf X,\mathbf y')\\
& \quad \text{s.t} \quad \mathbf{y}^*=\argmax_{\mathbf{y}\in \mathbf{Y}}r(\mathbf{y})
\end{aligned}
\end{equation}
\begin{algorithm}[h!]
\footnotesize
\caption{Critic2Metric (C2M)}\label{Complete_algo}
\SetAlgoLined
\KwInput{$b$: batch size, $epoch$: number of epochs; $p$: percentage of elite weights to keep; $iteration$: number of CEM iterations; $population$: number of weights to generate; $\mu \in \mathbb{R}^d$: CEM mean; $\sigma \in \mathbb{R}^d$: CEM standard deviation, $\theta$: critic's weights}
\For{$n=1$ {\bfseries to} epoch}{
\For{$k=1$ {\bfseries to} b}{
Sample $(\mathbf X_{k},\mathbf y_k^*) \sim \mathcal D $ a correctly labelled dataset\\
Generate ground truth embeddings $\mathbf z_{(\mathbf X_{k},\mathbf y_k^*)}=GAE(\mathcal{G}(\mathbf X_k,\mathbf y_k^*))$ \\
Initialise clustering neural network weights $\{w_j\}_{j=1}^{population}$ \\
\For{$i=1$ {\bfseries to} iteration}{
\For{$j=1$ {\bfseries to} population}
{Generate clusterings $\mathbf{\hat{y}}_k^{w_j}$ \\
Convert $\mathbf{\hat{y}}_k^{w_j}$ into a graph\\
$\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w_j})}= GAE(\mathcal{G}(\mathbf X_k,\hat{\mathbf y}_k^{w_j}))$ \\
Evaluate: $r(\mathbf X_k,\hat{\mathbf y}_k^{w_j}) = c_\theta(\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w_j})})$}
Keep proportion $p$ of best weights $w_p$ \\
$w^* \xleftarrow{} \text{CEM}(w_p, \mu, \sigma)$}
Generate clustering $\mathbf{y}_k^{w^*}$\\
$\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w^*})} = GAE(\mathcal{G}(\mathbf X_k,\hat{\mathbf y}_k^{w^*}))$ \\
Train critic as in \cite{WGAN} using $\mathbf z_{(\mathbf X_{k},\mathbf {\hat{y}}_k^{w^*})}$ and $\mathbf z_{(\mathbf X_{k},\mathbf y_k^*)}$ \;
}}
\end{algorithm}
\vspace{-5mm}
To solve equation \eqref{general_optimization}, we
use a GAN approach where the clustering mechanism (i.e., CEM) plays the role of the generator while a critic (i.e., metric learning model) plays the role of the discriminator. In a classic GAN, the discriminator only has to discriminate between real and false samples, making it use a cross entropy loss. With this kind of loss, and in our case, the discriminator quickly becomes too strong. Indeed, the score output by the discriminator becomes quickly polarised around 0 and 1.
\vspace{-1mm}
For this reason, we represent $r$ as the critic of a WGAN \cite{WGAN}. This critic scores the realness or fakeness of a given sample while respecting a smoothing constraint. The critic measures the distance between data distribution of the training dataset and the distribution observed in the generated samples. Since WGAN assumes that the optimal clustering provided is unique, the metric solution found by the critic satisfies equation \eqref{general_optimization} constraints. $r$ reaching a unique maximum while being continuous, the assumptions made in section \ref{clustering} are correctly addressed.
To train the WGAN, we use the loss $\mathcal{L}$ in equation \eqref{WGAN_loss} where $\bf \hat{z}$ is the embedding vector of a proposed clustering and $\bf z$ is the embedding vector of the desired clustering. Our framework is detailed in algorithm \ref{Complete_algo}.
\vspace{-1mm}
\begin{equation}\label{WGAN_loss}
\mathcal{L}(\mathbf z^*,\mathbf {\hat{z}})=\max_{\theta}\mathbb{E}_{\mathbf z^*\sim p}[f_\theta(\mathbf z^*)] - \mathbb{E}_{\mathbf {\hat{z}}\sim p(\mathbf {\hat{z})}}[f_\theta(\mathbf {\hat{z}})]
\end{equation}
\section{Experiments}\label{sec:experiments}
\vspace*{-\baselineskip}
\begin{table*}[h!]
\centering
\begin{adjustbox}{width=\columnwidth, center}
\begin{tabular}{||c || c || c || c || c || c || c || c || c || c ||}
\hline
\multicolumn{1}{||c|}{\textbf{Dataset family}} &
\multicolumn{4}{||c|}{Synthetic data} &
\multicolumn{3}{||c|}{MNIST} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}Street view\\ house numbers\end{tabular}} &
\multicolumn{1}{c||}{Omniglot} \\
\hline
\multicolumn{1}{||c|}{\textbf{Dataset}} &
\multicolumn{1}{||c|}{Blob} &
\multicolumn{1}{||c|}{Moon} &
\multicolumn{1}{||c|}{Circles} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}Aniso-\\ tropic\end{tabular} } &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}MNIST-digits\\ \cite{MNIST_digits}\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}letters MNIST\\ \cite{MNIST_letters}\end{tabular} } &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}fashion MNIST\\ \cite{fashion_MNIST}\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}SVHN\\ \cite{SVHN}\end{tabular}} &
\multicolumn{1}{c||}{\begin{tabular}{@{}c@{}}Omniglot\\ \cite{omniglot}\end{tabular} } \\
\hline
\multicolumn{1}{||c|}{\textbf{Snapshot}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Blobs.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Aniso.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Circles.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Moons.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_example.jpg}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_letter.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{MNIST_fashion.PNG}}} &
\multicolumn{1}{||c|}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{SVHN.png}}} &
\multicolumn{1}{c||}{\raisebox{-\totalheight}{\includegraphics[width=20mm, height=20mm]{Omniglot.PNG}}} \\
\hline
\multicolumn{1}{||c|}{\textbf{\begin{tabular}{@{}c@{}}Feature\\ dimension\end{tabular} }} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{2} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$28\times 28$} &
\multicolumn{1}{||c|}{$32 \times 32$} &
\multicolumn{1}{c||}{$105 \times 105$} \\
\hline
\multicolumn{1}{||c|}{\textbf{\begin{tabular}{@{}c@{}}Maximum number\\ of clusters\end{tabular}}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}9\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{||c|}{26} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{||c|}{10} &
\multicolumn{1}{c||}{47} \\
\hline
\multicolumn{1}{||c|}{\textbf{Size}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{\begin{tabular}{@{}c@{}}200\\ (custom)\end{tabular}} &
\multicolumn{1}{||c|}{60000} &
\multicolumn{1}{||c|}{145600} &
\multicolumn{1}{||c|}{60000} &
\multicolumn{1}{||c|}{73257} &
\multicolumn{1}{c||}{32460} \\
\hline
\end{tabular}
\end{adjustbox}
\caption{Datasets description}
\vspace{-8mm}
\label{tab:dataset}
\end{table*}
For empirical evaluation, we parameterise our framework as follows: The critic (block C in Fig~\ref{framework}) is a 5 layer network of sizes 256, 256, 512, 512, and 1 (output) neurons. All activation functions are LeakyRelu ($\alpha=0.2$) except last layer (no activation). RMSprop optimizer with $0.01$ initial learning rate and a decay rate of $0.95$. The CEM-trained neural network (bloc A in Fig~\ref{framework}) has 1 hidden layer of size 16 with Relu activation, and a final layer of size $k=50$ (the maximum number of clusters). The GAE (bloc B in Fig~\ref{framework}) has 2 hidden layers; sized 32 and 16 for synthetic datasets, and 100 and 50 for real datasets.
We choose datasets based on 3 main criteria: having a similar compatible format; datasets should be large enough to allow diversity in subsampling configurations to guarantee against overfitting; datasets should be similar to the ones used in our identified baseline literature. All used datasets are found in table \ref{tab:dataset}.
For training, we construct $n$ sample datasets and their ground truth clustering, each containing 200 points drawn randomly from a set of 1500 points belonging to the training dataset. Each one of these datasets, along with their clustering is an input to our model. To test the learned metric, we construct 50 new sample datasets from datasets that are different from the training one (e.g., if we train the model on MNIST numbers, we will use datasets from MNIST letters or fashion to test the metric). The test sample datasets contain 200 points each for synthetic datasets and 1000 points each otherwise. The accuracies are then averaged accross the 50 test sample datasets.
To test the ability of the model to learn using only a few samples, we train it using 5 (few shots) and 20 datasets (standard), each containing a random number of clusters. For few shots trainings, we train the critic for 1 epoch and 10 epochs for standard trainings.
To evaluate the clustering, we use Normalised-Mutual Information (NMI) \cite{NMI} and clustering accuracy (ACC) \cite{ACC}. NMI provides a normalised measure that is invariant to label permutations while ACC measures the one-to-one matching of labels. For clustering, we only need that the samples belonging to the same cluster are attributed the same label, independently from the label itself. However, since we want to analyse the behaviour of the metric learned through our framework, we are interested in seeing whether it is permutation invariant or not. Hence, we need the two measures.
\subsection{Results on 2D synthetic datasets}
Analysis on synthetic datasets (see table \ref{tab:dataset}) proves that our model behaves as expected. We do not compare our results to any baseline since existing unsupervised methods are well studied on them.
We train our model using exclusively samples from blobs datasets. We then test the learned metric on the 4 different types of synthetic datasets (blobs, anisotropic, moons and circles). Results are displayed in table \ref{sci-kit_results}. We observe that the model obtains the best score on blobs since it is trained using this dataset. We can also notice that our model achieves high scores for the other types of datasets not included in training.
\begin{table} [h!]
\centering
\begin{tabular}{LCCCC}
\toprule
\multicolumn{1}{l}{Types of datasets} &
\multicolumn{2}{c}{Standard training} &
\multicolumn{2}{c}{Few shots training} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
&
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Blobs} & 98.4\% & 0.980 & 97.3\% & 0.965\\
\text{Anisotropic} & 97.9\% & 0.967 & 97.2\% & 0.945\\
\text{Circles} & 91.7\% & 0.902 & 92.7\% & 0.900\\
\text{Moons} & 92.1\% & 0.929 & 92.8\% & 0.938\\
\bottomrule
\end{tabular}
\caption{Average ACC and NMI on synthetic test datasets.}
\vspace{-5mm}
\label{sci-kit_results}
\end{table}
Our model succeeds in clustering datasets presenting non linear boundaries like circles while blobs datasets used in training are all linearly separable. Hence, the model learns intrinsic properties of training dataset that are not portrayed in the initial dataset structure, and thus that the metric appears to be transferable.
\textbf{Critic's ablation study}. To test if the critic behaves as expected, i.e., grades the clustering proposals proportionally to their quality, we test it on wrongly labelled datasets to see if the score decreases with the number of mislabelled points. We consider 50 datasets from each type of synthetic datasets, create 50 different copies and mislabel a random number of points in each copy. A typical result is displayed in figure \ref{ablation} and shows that the critic effectively outputs an ordering metric as the score increases when the number of mislabelled points decreases, reaching its maximum when there is no mislabelled point. This shows that the metric satisfies the constraints stated in equation \ref{general_optimization}.
\vspace{-1mm}
\begin{figure}[h!]
\centering
\includegraphics[width=0.6\columnwidth]{capture.png}
\caption{Metric values (i.e., scores given by the critic) for several clusterings of a dataset. Plots are from an anisotropic dataset (left) and a moons dataset (right). In a 2 cluster case (right), the formula used to compute mislabelled points has been made sensitive to label permutation to verify if permuted labels can fool the critic. The critic assigns a high score either when all the labels match the given ground truth or when all the labels are permuted (which again does not affect the correctness of the clustering)}
\vspace{-2mm}
\label{ablation}
\end{figure}
\vspace{-6mm}
An interesting behaviour is shown in figure \ref{ablation}. Recall that since we are in the context of a clustering problem, we only need for the samples belonging to the same cluster to get the same label, independently from the cluster label itself. Thus, the formula used to compute mislabelled points has been made sensitive to label permutation to verify if permuted labels can fool the critic. For instance, in a 2 clusters case, one can switch the labels of all points in each cluster and still get the maximum score. Switching all labels makes all the points wrongly labelled compared to the given ground truth but nonetheless the clustering itself remains true. This explains the rounded shape in figure \ref{ablation} where the used datasets in the right panel only consisted of 2 clusters. The critic assigns a high score either when all the labels match the given ground truth or when all the labels are permuted (which does not affect the correctness of the clustering).
\vspace{-3mm}
\subsection{Results on MNIST datasets}\label{MNIST_section}
\vspace{-1mm}
MNIST datasets give similar results both in terms of ACC and NMI on all test datasets regardless of the used training dataset (see table \ref{MNIST_result}). Hence, the model effectively capture implicit features that are dataset independent. While standard training shows better results, the few shots training has close performance.
\begin{table}[h!]
\centering
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Numbers (standard)} & 72.3\% & 0.733 & 81.3\% & 0.861 & 65.2\% & 0.792 \\
\text{Numbers (few shots)} & 68.5\% & 0.801 & 79.0\% & 0.821 & 61.8\% & 0.672 \\
\text{Letters (standard)} & 75.9\% & 0.772 & 83.7\% & 0.854 & 67.5\% & 0.800 \\
\text{Letters (few shots)} & 69.8\% & 0.812 & 78.7\% & 0.806 & 60.9\% & 0.641 \\
\text{Fashion (standard)} & 70.6\% & 0.706 & 83.4\% & 0.858 & 72.5\% & 0.762 \\
\text{Fashion (few shots)} & 70.1\% & 0.690 & 82.1\% & 0.834 & 70.7\% & 0.697 \\
\bottomrule
\end{tabular}
\caption{Mean clustering performance on MNIST dataset.}
\label{MNIST_result}
\end{table}
\vspace{-12mm}
\begin{table}[h!]
\centering
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} \\
\midrule
\text{Numbers (standard)} & 78.3\% & 92.5\% & 86.0\% & 97.5\% & 69.2\% & 87.2\%\\
\text{Numbers (few shots)} & 75.8\% & 82.1\% & 83.3\% & 92.0\% & 65.1\% & 83.9\% \\
\text{Letters (standard)} & 77.4\% & 89.2\% & 88.8\% & 96.4\% & 70.2\% & 86.7\%\\
\text{Letters (few shots)} & 73.1\% & 80.6\% & 85.1\% & 91.5\% & 61.0\% & 76.3\% \\
\text{Fashion (standard} & 70.1\% & 83.1\% & 85.0\% & 98.6\% & 76.9\% & 94.7\%\\
\text{Fashion (few shots)} & 67.9\% & 77.4\% & 83.5\% & 95.3\% & 70.2\% & 88.0\%\\
\bottomrule
\end{tabular}
\caption{Critic based performance assessment: Best corresponds to the percentage of times the critic gives the best score to the desired solution. Top 3 is when this solution is among the 3 highest scores.}
\label{MNIST_theoretic}
\vspace{-4mm}
\end{table}
\begin{comment}
\vspace*{-\baselineskip}
\begin{table}[h!]
\begin{adjustwidth}{-3cm}{-3cm}
\begin{subtable}[t]{0.5\linewidth}
\begin{tabular*}{\columnwidth}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} &
\multicolumn{1}{c}{ACC} &
\multicolumn{1}{c}{NMI} \\
\midrule
\text{Numbers (standard)} & 72.3\% & 0.733 & 81.3\% & 0.861 & 65.2\% & 0.792 \\
\text{Numbers (few shots)} & 68.5\% & 0.801 & 79.0\% & 0.821 & 61.8\% & 0.672 \\
\text{Letters (standard)} & 75.9\% & 0.772 & 83.7\% & 0.854 & 67.5\% & 0.800 \\
\text{Letters (few shots)} & 69.8\% & 0.812 & 78.7\% & 0.806 & 60.9\% & 0.641 \\
\text{Fashion (standard)} & 70.6\% & 0.706 & 83.4\% & 0.858 & 72.5\% & 0.762 \\
\text{Fashion (few shots)} & 70.1\% & 0.690 & 82.1\% & 0.834 & 70.7\% & 0.697 \\
\bottomrule
\end{tabular*}
\caption{Mean clustering performance on MNIST dataset.}
\label{MNIST_result}
\end{subtable}
\begin{subtable}[t]{0.5\linewidth}
\begin{tabular}{LCCCCCC}
\toprule
\multicolumn{1}{l}{Training Dataset} &
\multicolumn{6}{c}{Testing Dataset} \\
\cmidrule(lr){2-7}
\multicolumn{1}{c}{} &
\multicolumn{2}{c}{Numbers} &
\multicolumn{2}{c}{Letters} &
\multicolumn{2}{c}{Fashion} \\
\cmidrule(lr){2-3}
\cmidrule(lr){4-5}
\cmidrule(lr){6-7}
\multicolumn{1}{c}{} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} &
\multicolumn{1}{c}{Best} &
\multicolumn{1}{c}{Top 3} \\
\midrule
\text{Numbers (standard)} & 78.3\% & 92.5\% & 86.0\% & 97.5\% & 69.2\% & 87.2\%\\
\text{Numbers (few shots)} & 75.8\% & 82.1\% & 83.3\% & 92.0\% & 65.1\% & 83.9\% \\
\text{Letters (standard)} & 77.4\% & 89.2\% & 88.8\% & 96.4\% & 70.2\% & 86.7\%\\
\text{Letters (few shots)} & 73.1\% & 80.6\% & 85.1\% & 91.5\% & 61.0\% & 76.3\% \\
\text{Fashion (standard} & 70.1\% & 83.1\% & 85.0\% & 98.6\% & 76.9\% & 94.7\%\\
\text{Fashion (few shots)} & 67.9\% & 77.4\% & 83.5\% & 95.3\% & 70.2\% & 88.0\%\\
\bottomrule
\end{tabular}
\caption{Critic based performance assessment: Best corresponds to the percentage of times the critic gives the best score to the desired solution. Top 3 is when this solution is among the 3 highest scores.}
\label{MNIST_theoretic}
\end{subtable}
\caption{Results on MNIST datasets}
\end{adjustwidth}
\vspace{-4mm}
\end{table}
\end{comment}
\vspace{-2mm}
Table \ref{MNIST_theoretic} shows the percentage of times the critic attributes the best score to the desired solution. It shows that ES algorithm choice has a significant impact on the overall performance. Even with a metric that attributes the best score to the desired clustering, the CEM may be stuck in a local optimum and fails to reconstruct back the desired clustering. Hence, a better optimisation can enhance the performance shown in table \ref{MNIST_result} closer to the one presented in table \ref{MNIST_theoretic}.
\subsection{Comparative study}
We compare our approach with baseline methods from the literature
(table \ref{comparative_results}). For some methods, we followed the procedure in \cite{transfer_clustering} and used their backbone neural network as a pairwise similarity metric. Table \ref{Results_SVHN} reports results when training on SVHN and testing on MNIST numbers. We obtain close ACC values to CCN and ATDA \cite{ATDA}. These methods uses Omniglot as an auxiliary dataset to learn a pairwise similarity function, which is not required for our model. Our model only uses a small fraction of SVHN, has shallow networks and does not require any adaptation to its loss function to achieve comparable results. Finally, other cited methods require the number of clusters as an a priori indication. We achieve comparable results without needing this information. When the loss adaptation through Omniglot is discarded (denoted source-only in table \ref{Results_SVHN}), or if the number of clusters is not given, their accuracy falls and our model surpasses them by a margin.
\vspace{-6mm}
\begin{table}[h!]
\begin{subtable}[c]{0.5\textwidth}
\centering
\begin{tabular}{LCC}
\toprule
\text{Method} & \multicolumn{2}{c}{\text{ACC}} \\
\midrule
& \text{Loss Adaptation} & \text{Source Only}\\
\midrule
\text{DANN \cite{DANN}} & 73.9\% & 54.9\%\\
\text{LTR \cite{LTR}} & 78.8\% & 54.9\%\\
\text{ATDA \cite{ATDA}} & 86.2\% & 70.1\%\\
\text{CCN \cite{transfer_clustering}} & 89.1\% & 52\%\\
\text{Ours (standard)} & - & 84.3\% \\
\text{Ours (few shots)} & - & 81.4\% \\
\bottomrule
\end{tabular}
\subcaption{Unsupervised cross-task transfer from SVHN to MNIST digits.}
\vspace{-2mm}
\label{Results_SVHN}
\end{subtable}
\begin{subtable}[c]{0.5\textwidth}
\centering
\begin{tabular}{LCC}
\toprule
\text{Method} & \text{ACC} & \text{NMI} \\
\midrule
\text{k-means} & 18.9\% & 0.464 \\
\text{CSP \cite{CSP}} & 65.4\% & 0.812 \\
\text{MPCK-means \cite{mpckmeans}} & 53.9\% & 0.816 \\
\text{CCN \cite{transfer_clustering}} & 78.18\% & 0.874 \\
\text{DTC \cite{learn}} & 87.0\% & 0.945 \\
\text{Autonovel \cite{autonovel}} & 85.4\% & - \\
\text{Ours (standard)} & 83.4\% & 0.891 \\
\bottomrule
\end{tabular}
\subcaption{Unsupervised cross-task transfer from $\text{Omniglot}_\text{train}$ to $\text{Omniglot}_\text{test}$ ($k=100$ for all).}
\vspace{-2mm}
\label{Omniglot_results}
\end{subtable}
\caption{Comparative clustering performance}
\vspace{-8mm}
\label{comparative_results}
\end{table}
Table \ref{Omniglot_results} reports results when training on $\text{Omniglot}_\text{train}$ and testing on $\text{Omniglot}_\text{test}$. Values are averaged across $20$ alphabets which have $20$ to $47$ letters. We set the maximum number of clusters $k=100$. When the number of clusters is unknown, we get an ACC score relatively close to DTC and Autonovel. Compared to these two approaches, our method bears several significant advantages:
\begin{itemize}
\vspace{-2mm}
\item \textbf{Deep Networks}: DTC and Autonovel used Resnets as a backbone which are very deep networks while we only used shallow networks (2 layers maximum)
\vspace{-6mm}
\item \textbf{Pairwise similarity}: in Autonovel the authors used a pairwise similarity statistic between datasets instances which we aimed to avoid due to its significant computational bottleneck. Moreover, this metric is recalculated after each training epoch, which adds more complexity.
\vspace{-2mm}
\item \textbf{Vision tasks:} While DTC can only handle vision tasks, we present a more general framework which includes vision but also tabular datasets.
\vspace{-2mm}
\item \textbf{Number of classes}: DTC and Autonovel used the labelled dataset as a probe dataset, and estimates the number of classes iteratively, and when the labelled clusters are correctly recovered, they used the ACC metric to keep the best clustering. This approach is effective, but requires access to the labelled dataset at inference time to estimate the number of classes. This is a shortcoming (memory or privacy limitations). Our approach does not require the labelled dataset once the metric is learned. Our metric automatically estimates the number of clusters required to any new unlabelled dataset.
\end{itemize}
\vspace{-2mm}
\section{Conclusion}\label{sec:discussion}
We presented a framework for cross domain/task clustering by learning a transferable metric. This framework consisted of ES methods, and GAE alongside a critic. Our model extracts dataset-independent features from labelled datasets that characterise a given clustering, performs the clustering and grades its quality. We showed successful results using only small datasets and relatively shallow architectures. Moreover, there is more room for improvement. Indeed, since our framework is composed of 3 different blocs (CEM, GAE, critic), overall efficiency can be enhanced by independently improving each bloc (i.e replacing CEM).
In future work, we will study the criteria that determine why some auxiliary datasets are more resourceful than others given a target dataset. In our case, this means to study for instance why using the MNIST letters dataset as training allowed a better performance on Fashion MNIST than when using MNIST numbers. This would allow to deliver a minimum performance guarantee at inference time by creating a transferability measure between datasets.
\textbf{Acknowledgements:} We gratefully acknowledge Orianne Debeaupuis for making the figure. We also acknowledge computing support from
NVIDIA. This work was supported by funds from the French Program "Investissements d'Avenir".
\vspace{-4mm}
\bibliographystyle{splncs04}
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New Monthly Magazine, Volume 4
edited by Thomas Campbell, Samuel Carter Hall, Edward Bulwer Lytton Baron Lytton, Theodore Edward Hook, Thomas Hood, William Harrison Ainsworth
The public buildings at present carrying on in this capital, are fully calculated to support its architectural reputation. After having been for some time unforwarded, the new Exchange is now in active progress towards completion, and will unquestionably be the noblest in Europe. Perfectly simple in its design and decorations, it has an air of the most impressive grandeur and majesty from its vastness and fine proportions, being encircled by a cluster of sixty-four lofty columns worthy of the ancient Romans, though their effect be somewhat frittered down by the smallness of the blocks of which they are constituted. It is not easy to account for this blemish, which we also observed in other buildings, as the quarries seem to supply masses of every dimension. The new church of La Madeleine, which Napoleon had destined for a Temple of Glory, seems to have been begun upon too gigantic a plan to encourage hopes of its completion. Churches and temples of glory, indeed, can hardly expect to take a bond of fate in these days of evanescent dynasties and popular instability; and the beginnings of this stupendous edifice, as well as of the Triumphal Arch beyond the Barrier of Neuilly, are unnoticed except by foreigners, who, estimating the Hercules by his foot, or the Mammoth from his skeleton, cannot help respecting the gigantic conceptions in which they originated. Amusement, however, is a goddess to whose worship even the fickle Parisians are constant; and no changes have for a moment impeded the completion of the new French Opera House, which forms at present their paramount object of attention, and has sprung rapidly up in the Street Lepelletier. It is a light and elegant building, surmounted by handsome statues of eight Muses, the architect having unaccountably not left space enough for the ninth. I inquired of a grave elder, who was contemplating the façude, the cause of this omission : "Monsieur, c'est que l'autre est occupée avec Apollon," was the truly Parisian reply.
Versailles.-I have said that France, in some of its departments, bears the impress of a long despotism which had exhausted the provinces for the embellishment of the capital, in which latter term the contiguous parks and palaces must be included. These are of the most grand and sumptuous character; and he who in one day has visited Versailles when the great water-works play, the two Trianons, and Șt. Cloud, all adjoining to each other, will probably have witnessed a rarer display of architectural and hortulan splendour--a more surpassing union of natural and artificial beauties, than could be any where paralleled within the same compass; and may form some notion of the splendour of the old French Court, as well as of the wild profusion which lavished the revenues of an empire on the freaks of a profligate monarch and his weak and wanton mistresses.
The Palace of Versailles forms a superb front of 800 yards extent, when viewed from the gardens; and accords, both externally and internally, with our preconceived notions of the vain and ostentatious Louis XIV., who, at an expense of between eighty and ninety millions of francs, completed this enormous mass of pompous extravagance. Here, however, there are at least some durable evidences of taste; some permanent monuments of art;—something which the French, for many ages to come, will have to shew for their money: it has not been fribbled
away upon thatched cottages, Chinese pagodas, and sprawling green dragons, of which the present age would be still more ashamed, but for the consoling reflection that in a few years such fantastical gewgaws will have tumbled to pieces, and be no more remembered than the tin and tinsel palaces in the last scene of one of Astley's pantomimes. Speaking individually, I would rather contribute half my substance to the embellishment of a Versailles, than a title of the sum to unnecessary wars (and unnecessary most wars are); yet what a trifle is the cost of this stupendous piece of extravagance, when compared with that of a few campaigns ! Unfortunately Louis XIV. united both modes of expenditure. Going over a palace is generally a great drudgery; they have all a strong family-likeness :- from the ceilings, "where sprawl the saints of Verrio and La Guerre," down to the tesselated marble under foot, where "half the platform just reflects the other," they are alike apt to be very fine and very tiresome. Servants in rich old-fashioned liveries led us from room to room, exclaiming, " Salon de Mars!"—"Salon d'Apollon!"__"Salon de Mercure !" and " Salon de Diane !" till we began to speculate with some pleasure on the exhaustion of the Heathen Deities ; but alas! they were succeeded by the divinities of legitimacy, and the officers of their almost interminable household. The want of furniture, all of which disappeared in the Revolution, adds to the monotony of the chambers, which seem to be astonished at their own forlorn finery, as they glitter in the gorgeousness of the new gilding with which they have been lately decorated. Here and there an obnoxious pannel torn out, attested the political change which had so unexpectedly restored its old masters, which was also evidenced by the sedulous restoration of the fleur de lis, perhaps destined at no distant period to be again supplanted. With the exception of the Chapel, which, in spite of Voltaire's lampoon, is very elegant, though somewhat too gaudy-and the great gallery, 222 feet in length, with its mirrors reflecting the gardens and waters,—we encountered nothing very striking, till, on passing through some gloomy and shabby passages, we groped our way into the once magnificent Amphitheatre, or Salle des Spectacles, now dismantled, silent, and abandoned to dust, darkness, and desolation. Every thing that was royal, joyous, and festive, conspired to give splendour and eclat to this masterpiece of luxury, which was completed in 1770, on the marriage of the unfortunate Louis XVI. The Amours of the Gods, painted by Du Rameau, on the ceiling, could hardly suggest to the imagination scenes of more voluptuous enchantment than were once realized on the floor below, when, on the removal of a portion of the gilded columns, which were made hollow for that purpose, the whole arena was converted into a sumptuous ball-room; and the most splendid Court in Europe, in the height of its lustre, headed by Marie Antoinette in the zenith of her fascinations, mingling in the graceful dance, dazzled the spectator with the sight of beautiful and laughing faces, and sparkling diamonds, and nodding plumes, and gay colours, all reflected and multiplied a thousand times by the innumerable mirrors with which every box and every wall was completely pannelled. We sat in the very box which had been so often graced by Royalty ;--we stood on the boards where they had danced ;-here had the music poured its exhilarating strains; here had the laugh resounded amid the encounter of bright eyes, and the sparkling coruscacions of wit. Gracious God! what a frightful change did a few years present !—That lovely Queen, with her ill-fated husband, and a great portion of the beauty and chivalry of their court, all miserably slaughtered; the rest in exile, penury, and wretchedness; the palace devastated by an infuriate mob; and this glorious temple of their festivity left as we now beheld it-denuded of all its gildings, and trappings, and costly mirrors; the paintings crumbling to decay; the boards creaking beneath the foot; and spiders weaving their webs, amid gloom and silence, athwart the trellis-work of that box, over which the beautiful arm of Marie Antoinette had so often been suspended!
A superannuated domestic, harmonizing well with this affecting picture of human instability, conducted us over the dilapidated grandeur. There are men in humble station whom one involuntarily respects for the appalling changes they have witnessed, and the consequent feelings of which their bosoms must be the depositories:—and this was such a person. Taken when a boy into the service of royalty, he had been present at the marriage of Louis XVI., when there were ten thousand people lodged in the palace, and every one of its rooms rang with mirth and music : he had seen the Queen address the raving mob of Paris from the balcony of the Old Court, when they came here to seek her: he had trembled with horror and dismay when the same couple, whom he had seen united at the altar amid prayers, blessings, and festivities, were savagely hurried to the guillotine: and, finally, at the sacking of Versailles, he had fled into concealment, but not until he and some faithful fellow-servants had hidden the portraits of the royal family beneath the floor of the Sacristy, at a time when a discovery of such treason to the new order of things would infallibly have cost him his head. After a long interment these pictures had, upon the restoration of the Bourbons, emerged into light, if that can be called light, which in the blaze of a summer noon diffused little more than a darkness visible around the stage part of this tattered theatre, where they stood without frames, as if still afraid of venturing into the haunts of men. Our venerable Cicerone led us from queen to king, and froin monarch to mistress, detailing, with profound respect, the marriages and relationships of each, until we came to one which he passed unnoticed ; and on inquiring the reason, he replied, with a careless toss of his head, that it was only a church picture. Those persons are assuredly very wrong who connect the ancient order of things with a necessary respect for religion : respect for an earthly divinity it may indeed have inculcated, and here, where a loose monarch is every where seen deified in marble in the midst of his mistresses, such devotion was probably as fervent as it was prevalent; but this is directly opposed to that pure religion which, bidding us disclaim the lusts of the flesh and all earthly pomps, has morality for its basis, and Heaven for its reward. Here, as well as upon several other occasions, we observed that, amid various classes in France, Christianity was considered with indifference, and in some instances with contempt.
Passing by the Grand Reservoir, an enormous and lofty mound of stone, constructed for the supply of a single water-work, we advanced into the gardens, laid out in the usual formal style of parterres, green vistas, and alleys; but magnificently decorated with 150 marble statues of rare workmanship, besides numerous figures, vases, and groups, of bronze, all of which we commanded from the elevated terrace where we stood ; while, in whatever direction we turned our eyes, columns and various combinations of water were thrown aloft into the air, some immediately surrounding us, some from the successive terraces beneath us : some having the nodding plumage of their summits relieved by the verdant alleys and niches in which they were embowered; while others shooting up against the bright blue sky turned over their foaming capitals, like Corinthian pillars; or, as the wind gently agitated them, scattered their silver spray in the last gleams of the setting sun.
It was a scene of enchantment-a dream,-an attempt to embody some of the descriptions in the " Arabian Nights Entertainments," of which we only beheld the perfect realization when we reached the Bosquet de la Colonnade, a circular enclosure of thirty-two marble columns decorated with Naiads, Sylvans, and Genii, holding the attributes of love, surrounding a central bason, and noble group of the Rape of Proserpine, every one of the numerous figures keeping up a perpetual discharge of water, until the whole enclosure was enveloped in a cloud of foam. If these sparkling exhibitions and beautiful baubles had recalled to us the fantastic fables of our infancy, not without some passing impressions of their puerility, or at least of their trivial value in the eye of genuine taste, we had a treat in store for us, infinitely more exquisite in itself, and unalloyed by any of these drawbacks upon our delight. This, too, was a scene calculated to revive the visions of our early reading, hut of those more classical fictions of Grecian story, which transport the imagination to the Vale of Tempe, or the hallowed precincts of Mount Parnassus and Delphi. Quitting the planned parterres and radiated walks of the gardens, we passed through a gate into an unfrequented enclosure, left in the wild luxuriance of Nature, when, after winding a little while among shady walks, we came abruptly upon a sloping grassplot, shelving down to the Baths of Apollo. An enormous rock, o'ercanopied by lofty trees and umbrageous shrubs, is hollowed out into three grottos, representing the entrance into the Palace of Thetis, in the centre one of which is Apollo seated, surrounded by six nymphs attiring him after the bath: in the two side grottos are Tritons watering the horses of the tuneful god; at their feet is the bath from which he is supposed to have just emerged, not circumscribed by marble or cut into squares, but hiding its edges in the grass and rushes; while the whole, shut in by a surrounding grove, has the exact aspect of such a nook in Arcady or Thessaly, as we may imagine the deity to have selected for the purpose. The sculptures, universally admitted to be the chefs-d'æuvre of Girardon, are most exquisite; and the scenic accompaniments and embellishments imparted to them such an air of reality, that we contemplated them in an ecstasy of silent reverence, half inclined to shrink behind the trees, lest we should be considered as intruding upon the haunts of the Immortals. It appears strange that advantage has not been taken of this species of illusion to enhance the attractions of other celebrated statues, by surrounding them with correspondent associations. Connoisseurs, it may be said, experience too intense a delight in the prodigies of art to require any stimulus to their admiration, but the most vivid imaginations cannot embody all the picturesque of a subject at one moment; and if they could, they should recollect that men of more sluggish faculties, or less cultivated taste, cannot indulge in such delicious reveries without the aid of ocular excitement. The Baths of Apollo form also an extensive play of waters; but fortunately they were not working at the time we beheld them :-I say fortunately, for I should have been sorry indeed had their noisy spouting banished the impressive, heartfelt silence of the spot; or substituted for those delicious visions which wafted us back through nymphs and fauns, and Thessalian woods, to the banks of the Peneus, any reminiscences connected with Louis Quatorze, the Bois de Boulogne, and the banks of the Seine.
Yet such a revulsion were we doomed to experience ; for we found that the group before us was in fact a species of apotheosis of Louis the Fourteenth, represented under the figure of Apollo, while the attendant nymphs drying his feet, anointing his hair, and performing other menial offices, were portraits of his six mistresses ! One knows not which is most fulsome and revolting—the weak and unmanly vanity of the monarch, or the crawling profligacy of the women who could suffer themselves to be handed down to posterity in such mutually disgraceful characters; yet this shameless and boastful trifling is perpetually thrust into the face of the world as if it were a virtue, almost every nymph in the gardens being the bust of a mistress, and almost every god a likeness of the monarch. This is legitimacy with a vengeance ; and the advocates of that doctrine who are of opinion that, after impoverishing his people by boundless extravagance, a rectilinear king may corrupt them by publishing his seraglio in marble, and that he may not only be despotic himself, but put lettres de cachet in the power of his numerous concubines, should certainly make a point of visiting Versailles. Could we trace that hidden relationship which sows in one age the seeds of the events that are to grow up in another, we might probably establish an unbroken connexion between the building of this palace and the destruction of the Bastille. These occurrences are action and re-action; cause and effect: and when certain writers lament (as they may well do the outrages of the Revolution, it would be but fair to extend their sympathy a little farther back, and bewail those long-existing outrages of despotism by which it was generated.
The Trianons present nothing particularly deserving notice after the splendours of Versailles; although the greater one, built for Madame de Maintenon, has the same pretension to pomp, saloons, and picturegalleries, all at a humble distance from the gorgeous prototype. The celebrity of the little Trianon arises from its delightful gardens, assuming to be laid out in the English style, and, with certain exceptions, not undeserving that proud distinction. Delille, however, the poet of the | [
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xmlns:app="http://schemas.android.com/apk/res-auto"
xmlns:tools="http://schemas.android.com/tools"
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tools:context="com.example.android.popularmovies.MovieDetailsFragment">
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When a robot gets to heaven…
Robot of the Week
The question of whether a robot can have a soul is as yet, unanswered. But this Protestant church did just roll out a robot priest, to celebrate the 500th year of the Reformation.
This new report from Pew shows that, while 25% of Americans participate in the gig economy, only a small portion of them earn more than $500 per month doing so.
How one enterprising young journalist made a connection with readers using SMS.
New York's Civic Hall just announced an Organizer-in-Residence program. Applications are due on July 10th.
Been wondering when your next local election is? This new app will help you figure it out.
The beginning of summer means the beginning of ice cream truck season. But it's also the start of many kids' lack of food, since they aren't in school. Feeding America has combined these two facts to raise awareness of issues around childhood hunger in the US.
Welp. 2017 is not really Travis Kalanick's year. It's definitely looking up for Uber drivers, though. In other Uber news, Miami has apparently been fining drivers who don't speak English $250.
Staten Island just got its first worker-owned coops, as domestic workers in the borough launched two new ones last week.
Great piece by Sarah Jaffe about the struggles of retail workers—and the various efforts to organize them, across the US.
Reid Hoffman (founder of LinkedIn) pens a surprisingly woke essay about sexual harassment in the VC/entrepreneur space.
Author KatiSippPosted on June 27, 2017 June 27, 2017 Categories Weekly NewslettersLeave a comment on When a robot gets to heaven…
Trump's Labor Dept: increased enforcement against unions & worker centers
Trump's Labor Department is ramping up enforcement against unions & worker centers, reducing enforcement against employers.
Congrats to our friends at Good Jobs First, who just updated their new searchable database for tracking corporate violators of dozens of types of regulations (not just labor, but environmental & consumer protection too). Researchers, start your engines!
UC Berkeley's Labor Center just put out a new analysis of independent work in the state.
Want to clear a criminal record in California? Now, there's an app for that.
Some public sector agencies are developing chatbots to provide basic information to residents or constituents. Does it deepen the digital divide?
If the future of work involves more fissuring, does the future social safety net involve more collaboration between fissured workers?
You probably already heard that Amazon announced last week that it's buying Whole Foods. I wondered what that might mean for Instacart—here are a couple of takes. I have yet to see a tech site opine on what it might mean for UFCW—if you catch that, send it my way.
Political How is collecting videos from people who are doing basic civic engagement work (like making a phone call to a representative), so newbies can see how it's done.
A good look, from the Electronic Freedom Foundation, about the differences between public, closed and secret Facebook groups.
A New York State administrative law judge just found that Uber drivers are employees, for the purpose of collecting unemployment benefits.
Estonian ride-sharing startup Taxify wants to dominate Uber by launching in smaller European and African markets, paying drivers a bigger share of the ride fee, and allowing drivers to accept cash for rides.
I'm curious if anyone organizing low-wage workers has run into this new payroll app, and if so, how it works.
Author KatiSippPosted on June 20, 2017 June 20, 2017 Categories Weekly NewslettersLeave a comment on Trump's Labor Dept: increased enforcement against unions & worker centers
"Download a ride-sharing app" as sentence for a DUI
Well, here's an interesting solution to a long-standing civic problem—a judge in Ohio is making "download Uber or Lyft" a condition of sentences for those caught drunk driving.
The San Francisco city attorney has ordered Uber & Lyft to provide 4 years' worth of data about their rides in the city.
"If we win the fight for more paid leisure time, then the creation of new public spaces – from theatre foyers to parks to gyms, cafes, beaches – needs to become a social technology, not just an afterthought of planning or architecture." An interesting take on the promise by Jeremy Corbyn to add 4 bank holidays to the British work year…
Boston organizers who are working to build the solidarity economy have launched a democratically controlled investment fund.
"Residential assessments have been so far off the mark for so many years that the credibility of the entire property tax system is in doubt." The Chicago Tribune just exposed an immense amount of institutionalized racism coming out of the tax assessor's office.
I'm pretty excited about this new feature in iOS 11—all apps will have to give the option of only sending location data while using the app (not all the time).
Should a private software company's trade secrets be enough to keep inmates in jail?
25% of Americans boycotted a brand, in the first 3 months of the Trump administration.
Congrats to folks in Illinois, who just passed an anti-wage theft bill. Now to see if the governor will sign it!
If sectors in corporate America are pushing to make 3 weeks of vacation mandatory, can we start with fast food and retail?
Interesting look at the success of Stella & Dot in building a new network of women home sellers.
UK taxi drivers threaten to boycott Britain's biggest grocery chain over a presumed partnership with Uber.
Author KatiSippPosted on June 13, 2017 June 13, 2017 Categories Weekly NewslettersLeave a comment on "Download a ride-sharing app" as sentence for a DUI
OUR Walmart launched an app! Hear more about it here.
Last week, I talked to Organization United for Respect co-director Andrea Dehlendorf, about their recently launched app, and excellent work that threads together online & offline organizing. Check it out here.
Thanks to all our supporters who keep this site going. If you like the original content on this site, please kick in a small contribution ($1/mo?) to help us keep it up and running.
Georgetown Law School's Poverty Center just issued this new report, calling for workforce investment to improve the caregiving sector of the economy, which disproportionately employs women of color.
We haven't yet seen a lawsuit brought under the Freelance Isn't Free Act play out in court—here's how one lawyer imagines it might go.
Ethiopia has been using private Facebook message histories in the trials of activists.
Interesting walk-through of the tactics that Trump's team used on Facebook to suppress the Democratic vote in 2016.
Quartz has launched a new section on the Future of Work.
Here's an interesting use for telepresence bots—allowing sick kids to still participate in school.
The Independent Drivers' Guild is going after Lyft for apparent wage theft in New York.
So much for local control…the ridesharing companies have convinced the Texas legislature to overturn Austin's ban on companies that don't use rigorous fingerprint checks.
Using mobile phone credits to pay for health insurance may solve some access issues in developing countries.
Author KatiSippPosted on June 6, 2017 June 6, 2017 Categories Weekly NewslettersLeave a comment on OUR Walmart launched an app! Hear more about it here. | [
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Home Posts tagged "ab initio language programmes"
New Modern Languages students may be interested in our accelerated ab initio language courses in French, German, Italian, Portuguese and Spanish which, assuming you start in year 1 and continue throughout your degree, may allow you to reach graduate level by the end of your degree course in your new language.
On some of our BA degree programmes, doing this will give you the opportunity to spend your year abroad in the country where this new language is spoken. The year aboard, wherever you decide to go, will be an important part of your experience. This short video was created to show students the benefits of studying Italian and spending their year abroad in Italy.
Continue reading"Ab initio language courses for new Modern Languages students"
Continue reading"Guardian reports on success of Southampton ab initio language programmes" | [
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Sunshine Coast Council today adopted the Sunshine Coast Cemetery Plan 2012-2027 to enhance the delivery of the region's cemetery services over the next 15 years.
Community Programs Portfolio Councillor Jenny McKay said cemeteries are an essential community service provided by council.
"Council is committed to long term provision of cemetery facilities that are responsive to the community's needs and promotes wellbeing and involvement," Cr McKay said.
"The Sunshine Coast Cemetery Plan 2012-2027 guides the management, operations and planning of the region's 19 cemeteries and two historical across the region. "
Councillor McKay said there are a number of factors that have been identified in the Plan which will impact on council's cemeteries in the future.
"The region's evolving demographic profile, particularly the forecasted growth, identifies the need for acquiring additional land for cemetery purposes in the short term, which is recommended to be located in the southern end of the region," Cr McKay said.
"In 2011/12 council accommodated 324 burials and 163 ash interments and this is expected to increase with the ageing population.
"The Plan takes into consideration the need to conserve the cultural significance of council's cemeteries. In some instances the cemetery or gravesite may be the only place where a person's life is recorded.
"We want to learn more about environmentally-friendly 'green burials', not only to address the growing interest of the community but to also introduce more sustainable practices in the way we deliver cemetery services.
"We will also explore new business and economic opportunities such as investigating the feasibility of council providing pet cemetery services in the future.
"To guide and facilitate the Sunshine Coast Cemetery Plan 2012-2027 vision and effectively respond to the key considerations, a 15 year action plan will be implemented by council's cemetery services team." | [
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I'm not the smartest guy around, not the best writer or marketer, but you know where I'm going to beat you every time? Speed. No one out hustles me. Most people sit around planning, researching and then planning some more. They want to read all the books, prepare the right way to make sure they don't make any mistakes.
And that's their problem, as they sit and prepare someone like me is out there, who read one book, or blog post, had an idea and is out doing it. I'm out trying different things, falling, regrouping and learning how to make it better. All that preparation is causing you to lose out for 2 reasons. 1, hustle will beat skill everytime and 2, the best teacher is experience.
10 years ago we got started with our first investment property and while I had a few friends who wanted to do the same thing, in ten years they still haven't gotten in the game. They're still waiting for a good time to start.
How we got started is a story in itself. We were at on Oktoberfest in Pennsylvania, and this older man asked if he could sit at our table. Nice guy, in his mid 80s and somehow the topic of real estate came up. He told us how he was buying 1 family houses in 55 and over communities for a great price and getting 15% returns on his investment. He was even nice enough to even tell us the town. It was a strategy I've never heard of. Most people start with multi-families and we had zero experience with this. But guess what, that following week Janet and I had a realtor and were down there house shopping. We found a great agent, that we still work with today, and bought something on our first trip. Flying by the seat of our pants, we opened up an LLC, picked the biggest unit and hoped we could rent it. We literally bought a house based on a 20 minute conversation with someone while we were probably(definitely) buzzed.
Besides getting great tenants that stayed for 6 years, that one property doubled in value and we pulled out the equity for other projects. That one house made us.
People wait for perfect while I live by good is good enough. Otherwise you may get two days into that dream you've been working on for 3 years and realize you hate it. Sometimes a failed dream is there to take you in another direction but you have to be hustling to figure it out. The timing is never going to be perfect, things are rarely line up that way. Try something new, have a general plan and just start. Doesn't matter what it is, maybe it's starting a business or new gym or teaching. Whatever it is just start, take that first step.
Things will always snowball with momentum. | [
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Take a journey through the history of the railroad by way of United States Postage Stamps. A 1952 three cent stamp honors the 125 year anniversary of the B & O Railroad. The B & O Railroad was chartered by merchants hoping to extend their trade into the western United States. Remembered as the nation's first common carrier, the B & O received it's name from the original starting point Baltimore and it's intended final destination the Ohio River. Continue your ride to Chicago's Union Station where on May 20, 1982 the two cent stamp was unveiled honoring the 1870s steam locomotive with it's funnel-shaped smokestack. The Transcontinental Railroad was honored in 1944, 75 years after the last spike was driven into the ground. Promontory Summit, Utah the year 1869 delivered the last spike of the Transcontinental to join the Central Pacific and the Union Pacific Railroad companies. Ride the rail from Utah to Cleveland, Ohio, August 26, 1999 and get aboard the Daylight and 20th Century Limited luxury passenger train 33 cent stamps. The final stop on the journey honors the 1880s Handcar by way of the 1983 three cent stamp. Stamps are secure in a vinyl pocket folder measuring approximately 6 by 4 inches. A Certificate of Authenticity is included. | [
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Scott Plank '88: Investor, Convener, Innovator
By Kimberly Marselas '00
Scott Plank '88 was a partner in one of the best entrepreneurship stories to come out of the University of Maryland, overseeing Under Armour's global supply chain and technology infrastructure, its retail expansion and the transformation of the Baltimore company's physical presence during his 14 years as an executive there.
Looking to support others with an entrepreneurial spirit, Plank left the apparel giant in 2012 to focus on his impact-minded venture portfolio and a development company that specializes in creating vibrant work-life hubs.
Plank's War Horse Cities brought to life two major components of the University of Maryland's thriving Discovery District: WeWork College Park, an amenity-filled co-working space, and The Hall CP, a 20,000-square foot, indoor-outdoor dining, entertainment and community-gathering venue that opened in January.
For Plank — a self-described financier of low-income housing projects-turned T-shirt maker-turned developer and med-tech logistics innovator — it's not enough to create beautiful buildings. He sees himself as a "convener," bringing partners together to support job growth and opportunities within communities that have a need.
"Collaboration is something we pride ourselves on," Plank says. "What was most helpful to us in College Park was that the university has a decades-long relationship with the city, and the city and the university wanted to look at ways they could provide more excitement and experiences to the people who live at the university and those who live around it. War Horse Cities is that bridge."
Plank's interest in the Discovery District — home to startups, UMD spinoffs, the Capital One Tech Incubator and The Hotel at The University of Maryland — helped convert an industrial eyesore into the shining gem at the center of a $2 billion revitalization project.
"Scott Plank saw the vision for the Discovery District as a dynamic place where arts, technology, innovation, food and community come together to enhance Greater College Park, and he made significant investments to realize the vision," says Ken Ulman, the university's chief strategy officer for economic development.
Plank's work in College Park is a homecoming of sorts. He majored in architecture and urban planning at Maryland, beginning to understand how racial inequality influenced urban environments and how policy and partnerships might effect change.
After college, Plank traveled throughout Eastern Europe following the fall of the Berlin wall and sold Soviet memorabilia. He learned Spanish and bought from local craftspeople in Guatemala. And when Hurricane Andrew devastated South Florida, Plank moved to Miami and set up a home renovation company that helped rebuild hard-hit communities.
Now a father of three with an MBA in finance, Plank says he continues to look for new ideas that make him ask, "How can I make myself useful here?" At Under Armour, he became an Angel Investor at WeWork and backed the company's San Francisco debut with his money and relationship building skills. He has taken the company's "Do What You Love" motto to heart.
Over the last year, Plank, 54, co-founded and became CEO of MissionGO and MediGO, two companies seeking to revolutionize logistics. In the case of MediGO, that means streamlining the logistics and tracking of organs and other critical medical material. MissionGO was inspired by work at the University's Unmanned Aircraft Systems Test Site and the University of Maryland Medical Center in Baltimore.
Plank is a man who gets excited about drones and their potential to reimagine how built environments work, whether they're delivering a classic Ledo's pizza to a hungry crowd in Baltimore's Inner Harbor or lifting kidneys for research across a desert in Nevada.
Though organ transplantation has long faced issues related to timely and carefully coordinated transfers, pandemic travel restrictions have underscored the need for better logistics and resource management in healthcare, Plank says.
His initial interest in the med-tech logistics field was inspired by his philanthropic pursuits. Plank's family foundation and War Horse Cities' not-for-profit arm have given more than $20 million to various causes in the last 10 years.
Earlier in the COVID-19 pandemic, Plank teamed with Lawrence M. Macks, co-chairman and CEO of Chesapeake Realty Partners, and offered to match up $40,000 in donations for the university's Student Crisis Fund.
The payoff from $13,000 in savings that Plank rolled into Under Armour during its infancy has allowed him to pick and choose his entrepreneurial and philanthropic projects. Given that, there's one attribute he wants in any partner, be it a fellow investor, a construction partner or a university.
"What we always look for is shared values," Plank says. "The only way you can really know what people are going to do in the future is if you have shared values and those people have integrity to do what they say they're going to do." | [
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BOSTON– Racepoint Global, an integrated global marketing agency that delivers big agency results with a small agency touch, won four awards during the Publicity Club of New England's 2017 Bell Ringer Awards Ceremony.
Since 1969, the Publicity Club of New England's Bell Ringer Awards have been a symbol of outstanding achievement for New England public relations and communications professionals. The Bell Ringer Awards, also known as "The Bells," recognize excellence in communications and public relations work in every field and industry, across all forms of media. The awards honor the communications and PR professionals who leverage unique and creative strategic, tactics, and tools to achieve meaningful results for their clients, companies, organizations, and institutions.
For more information, visit www.racepointglobal.com. | [
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Q: D3 bar chart left aligned x-axis How do I retain the x-axis as 100% of the container width while maintaining left aligned ticks with some padding.
this.xAxis = d3.scaleBand()
.range([0, this.barWidth * this.data.length], 1);
If I change the range to .range([0, this.svgWidth]), the width is correct but my ticks are evenly spread out which is not my desired outcome.
A: The second and third arguments are not accepted anymore in range when you use a band scale. Instead, you'll have to use paddingInner and paddingOuter.
So, change your snippet to this:
this.xAxis = d3.scaleBand()
.range([0, this.svgWidth])
.paddingInner(someValue)
.paddingOuter(someValue);
Tweak with someValue until you find the desired outcome.
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This model 2 bedrooms 2 bathrooms with elegant design and unpublished is ideal for a comfortable holiday. His living room / stay invites to the sharing and the conviviality. Its master suite has a large bathroom with a XXXL shower, and its own TV. Its guest room or children's room, ultra-spacious, is an invitation to well-being or play.
Friendly living room composed of a comfortable lounge / TV area with a large sofa facing an equipped and functional kitchen.Parental suite any comfort with room of privative water equipped with a shower XXXL 120×90 cm and WC suspended. Large closet-wardrobes in each bedroom for a comfortable storage space. Spacious guest room with a generous dressing area, large closet / wardrobe.
The beds are made on arrival and, if you wish, we put at your disposal for free all equipment for babies (cot and high chair ). | [
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The seeds of Headspun's development began to germinate in summer 2016. The idea had forced its way into my head after reading Steve Peters' The Chimp Paradox, which I wholeheartedly recommend checking out if the inner workings of your own mind – the different voices in your head – intrigue you.
After getting the general idea out of my head and into various documents, I spent a month or so prototyping the live-action view screen which would be at the forefront of the game's narrative delivery, and then writing the dialogue system which would underpin everything. With this sorted, I dropped in some rough character art I'd put together and got a short prototype of the game up and running. It was crude, but proved the idea could work.
With the core mechanics in and the general structure/flow down, the placeholder characters and backgrounds could be swapped out for 'proper' art bespoke to the game.
That's not to say all the placeholder elements have been purged from the game just yet. Far from it. The next step is to film the live action scenes in the game, which is no small task. More on that in another update. | [
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The human Microbiome is your body's environment – the inside and the outside. Your body's environment is what keeps you healthy, or what allows diseases to occur. Everyday you make choices that affect your Microbiome. Your body's environment consists of the bacteria, fungi, viruses, protists and archaea that live in your body and on your body. We are supposed to have health promoting organisms, bacteria, viruses, etc., but if the health promoting bacteria become outnumbered by un-healthy strains of bacteria, viruses, or fungi, inflammation ensues.Your liver health and your Microbiome are integrally connected. Inflamed tissues are an altered Microbiome, which then is an easier environment for un-healthy organisms to thrive in. The longer the environment is inflamed for and houses pathogenic bacteria, viruses, fungi, protists and archaea the more the environment gets altered, making it progressively easier for un-healthy strains of organisms to thrive which then leads to disease. Think of the perfect storm, and the merging of environments that are catalysts to each other.
How Does Your Microbiome Affect Your Liver?
Liver health and your Microbiome are directly effected by your intestinal tract – and it's own Microbiota. From the intestines blood is routed to the liver through the hepatic portal vein. This blood being delivered has the absorbed nutrients from digested food and also carries toxins and medications from the intestinal tract to the liver. Studies have shown the liver being effected by bacteria and fungi in people with unhealthy bacterial and fungal over growths in the intestinal tract. These pathogenic organisms do trans-locate and then cause problems to the liver which cumulatively can contribute to cirrhosis.
Multiple studies on people with cirrhosis have all proved that compared with people who do not have cirrhosis, the people with cirrhosis have bacterial strains not found in the people who do not have cirrhosis. Also, the people with cirrhosis have many different types of strains of bacteria, not just 10-20, but upwards of 30-40 of these are strains of bacteria that people that don't have cirrhosis do not have.
A very common toxin from bacteria is called the Lipopolysaccharide. This toxin does trans-locate from the intestinal tract to the liver and it is known to cause liver damage as well as damage to other parts of your body. Often the term "endotoxin" is used in reference to toxins generated from bacteria. It is known that Lipopolysaccharides, endotoxins, cause changes to the immune system, the lymph system, brain chemistry, the kidneys, the heart, the arteries and veins, reproductive hormones as well as the liver.
A great research study by Seki and colleagues proved that the intestinal bacteria/ microflora was the main source of Lipopolysaccharides entering the liver through the portal hepatic vein and this proved to be "an important prerequisite for the development of liver fibrosis during chronic liver injury."1 This research is very important in showing how your liver health and your Microbiome are integrally related. For more detailed information on how the gut Microbiome affects your brain please click here.
In another great article in the British Journal of Pharmacology, "The multiple organ dysfunction syndrome caused by endotoxin in the rat: attenuation of liver dysfunction by inhibitors of nitric oxide synthase."2 The researchers found that Lipopolysaccharides "caused a profound hypotension associated with decreases in cardiac output and oxygen delivery, lactic acidosis, renal and liver dysfunction, and thrombocytopenia.2. This means that blood pressure was reduced enough to cause a low heart rate resulting in not enough oxygen to the entire body resulting in lactic acid build up negatively effecting the kidneys and liver and causing low platelets resulting in lack of clotting.
Liver cirrhosis is prevalent worldwide, and mostly preventable. Liver cirrhosis is the result of a combination of a number of chronic liver diseases. Cirrhosis happens over a number of years. And once liver cirrhosis occurs, the cells of the liver die and either a person gets a liver transplant or they die. Because it does take years for cirrhosis to develop, and there are not glaring symptoms until there is a really big problem, most people do not even realize they might be heading that way.
A diet high in processed foods is very taxing to the liver because of the man-made chemicals in processed foods. A diet high in trans-fats is also very taxing to the liver. All pharmaceutical medications, even over the counter medications, are very demanding on the liver and with long-term use end up causing liver problems. It is possible to keep your liver healthy through your lifestyle and Full Body 30 Day Vegan Cleanse can teach you that lifestyle.
Liver health and your Microbiome are mostly under your control. You can live a lifestyle that prevents you from getting cirrhosis. Eating foods that are plant based, especially deep green leafy vegetables, are very good for your liver and do make a difference to keeping the cells of the liver healthy and able to break down substances. Seeing a porfessonal Herbalist to help maintain your liver health and your Microbiome can keep you very healthy and make a tremendous difference to your entire body.
2 * Thiemermann C, * Ruetten H, * Wu CC, * Vane JR.: Br J Pharmacol. 1995 Dec;116(7):2845-51.
The multiple organ dysfunction syndrome caused by endotoxin in the rat: attenuation of liver dysfunction by inhibitors of nitric oxide synthase.
If you are looking for the best 30 day diet plan and dreading dieting, fear no more. A "diet" does not mean that you have to starve yourself. A "diet" does not mean that you have to eat foods that you will hate for those 30 days. Those days of "dieting" can be memories from your past once you have found a healthy eating plan that actually has you eating very yummy tasting food.
A plan that allows you to eat food that tastes good.
A plan that helps you loose weight while eating healthy foods.
A plan that actually teaches you how to eat healthfully so that you don't have to diet over and over again.
Since you want a diet plan, why not get a plan that fits the bill for all of these points.
You want to eat foods that taste good. You gotta eat! Why not eat foods you like? Even if you are "dieting". Too many people mistakenly suffer through "diets", hating the food they are eating and even feeling cruddy because they have severely limited their calories. No wonder most people hate "dieting". But this is not a necessary step in the dieting process.
There is a better way of doing this. You really can eat foods that you can enjoy and loose weight at the same time. You really can eat foods that taste good and get healthy. The best 30 day diet you can do is Full Body 30 Day Vegan Cleanse because it can change your life by helping you to discover how wonderful natural foods can be.
If you have repeatedly dieted, like 45 million Americans, don't you think it's time to make a change? Why would you want to repeat the need for dieting over and over again? Instead, get the best 30 day diet plan there is and learn from it how you can eat healthfully for the rest of your life and forgo the need to ever "diet" again. If you get the best 30 day diet plan, you will never have to diet again. You can learn what foods to eat to get the calories and nutrients your body needs and will use.
You should get more out of your diet then just 30 days. Take a look ahead at 6 months, even 1 year from now, wouldn't it be nice if you could rely on an eating program that you have already purchased? Why should a diet plan be one and done? The best 30 day diet plan would be the one that teaches you how to eat healthfully for the rest of your life, which is the cornerstone of Full Body 30 Day Vegan Cleanse. It really is possible to just eat in a healthy way and never have to diet again. All it takes is learning what foods to eat.
Most people go through fazes with their eating. Wouldn't it be better if instead of yet another diet fad, you found the diet plan that is truly sustainable – proven by the fact that the people who have already done this program have repeated it several times because they all felt so great. They wanted to continue to make changes to their health and continue feeling that great! They wanted to continue to eat yummy tasting and healthy food.
The reason this is the sustainable eating plan is because it makes sense. It is not a crazed program of starvation. It is not a juice cleanse. It is not even about counting calories. It is program about eating healthy food. It makes sense and you can continue to work and function the whole time you are on this program. In fact, you will function mentally clearer while you are on this program, like many people have told me while they were on Full Body 30 Day Vegan Cleanse. | [
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august osage country movie review
©2013 The Weinstein Company
AUGUST OSAGE COUNTY movie poster
Movie Review: AUGUST: OSAGE COUNTY
A mostly well-done, depressing family drama
By ABBIE BERNSTEIN / Contributing Writer
Posted: December 30th, 2013 / 05:00 PM
Stars: Meryl Streep, Julia Roberts, Ewan McGregor, Chris Cooper, Abigail Breslin, Benedict Cumberbatch, Juliette Lewis, Margo Martindale, Dermot Mulroney, Julianne Nicholson, Sam Shepard, Misty Upham
Writer: Tracy Letts, based on his play
Director: John Wells
Distributor: The Weinstein Co.
AUGUST: OSAGE COUNTY won the 2008 Best Play Tony for its debut Broadway performance, and it's easy to see why – Tracy Letts' script is well-constructed and cumulatively devastating. The film version, with a screenplay adapted by Letts and directed by John Wells, opens the play up somewhat by giving us some of the wide open plains, but the main action is between the characters.
This is not a movie you want to see if you are feeling depressed. If, however, your family is driving you crazy, you will come away feeling thankful that at least you are not related to the Weston clan of Osage County, Oklahoma. We meet patriarch Beverly (Sam Shepard) as he quotes t.s. eliot and we're introduced to Beverly's cancer-stricken, pill-addicted wife Violet (Meryl Streep) as she needles her husband, as well as Johnna (Misty Upham), the young woman Beverly has hired to help look after Violet.
Then Beverly disappears and Violet summons their grown daughters home. Barbara (Julia Roberts) brings her husband Bill (Ewan McGregor) and their fourteen-year-old daughter Jean (Abigail Breslin) along, even though Barbara and Bill are going through a marital rough patch. Ivy (Julianne Nicholson) dutifully lives nearby, the middle daughter who has stayed in Osage County. Youngest daughter Karen (Juliette Lewis) arrives, followed soon by fiancé Steve (Dermot Mulroney). Violet's sister Lettie Mae (Margo Martindale) and Lettie Mae's husband Charles (Chris Cooper) are also on hand, and when the situation gets worse, their son Little Charles (Benedict Cumberbatch) joins the group in mourning.
This is a difficult, entangled bunch, with some secrets we can guess early on and some that surprise. Steve's trajectory, for instance, we can see coming maybe even before he does, and what we learn at the end feels like it's been lurking in the subtext the whole time, but other revelations are eye-widening.
On stage, AUGUST: OSAGE COUNTY reportedly was very funny (dark, but hilarious). While not questioning the veracity of these reports, it's hard to see in the screen version how this was even possible. Violet is mean, self-serving and a wreck, but there's nothing amusing in her interactions with her kin. The closest we get is Martindale's Lettie Mae, who at least shows some affection in teasing her nieces, and Cooper's easygoing, good-hearted Charles.
Martindale is a good reason to watch anything she's in and Cumberbatch fans will want to see this because the actor is so entirely different here than he's been anywhere else to date. Streep gives us a fully thought-out performance, but she runs up against the aforementioned problem – she's giving a performance that's meant to be at least partially comedic, and the tone is so grim that it comes off as jarring, rather than an interesting contrast. Likewise, we can understand why Roberts' Barbara is so angry, but we also understand why everyone around her is put off by her self-righteousness. We are intrigued by these people, but it's tough to spend much time with most of them. That's partly the point, of course, but viewers should approach with caution.
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Article: Movie Review: AUGUST: OSAGE COUNTY
Exclusive Interview: COVERT AFFAIRS star Sendhil Ramamurthy becomes a ...
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Tags: Abigail Breslin, August: Osage County, Benedict Cumberbatch, Chris Cooper, Dermot Mulroney, Ewan McGregor, John Wells, Julia Roberts, Julianne Nicholson, Juliette Lewis, Margo Martindale, Meryl Streep, Misty Upham, review, Sam Shepard, Tracy Letts | [
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23804870000 (number)
23,804,870,000 (twenty-three billion eight hundred four million eight hundred seventy thousand) is an even eleven-digits composite number following 23804869999 and preceding 23804870001. In scientific notation, it is written as 2.380487 × 1010. The sum of its digits is 32. It has a total of 9 prime factors and 50 positive divisors. There are 9,521,944,000 positive integers (up to 23804870000) that are relatively prime to 23804870000.
23 billion 804 million 870 thousand
twenty-three billion eight hundred four million eight hundred seventy thousand
23.80487 × 109
Prime Factorization of 23804870000
Prime Factorization 24 × 54 × 2380487
The prime factorization of 23,804,870,000 is 24 × 54 × 2380487. Since it has a total of 9 prime factors, 23,804,870,000 is a composite number.
Divisors of 23804870000
1, 2, 4, 5, 8, 10, 16, 20, 25, 40, 50, 80, 100, 125, 200, 250, 400, 500, 625, 1000, 1250, 2000, 2500, 5000, 10000, 2380487, 4760974, 9521948, 11902435, 19043896, 23804870, 38087792, 47609740, 59512175, 95219480, 119024350, 190438960, 238048700, 297560875, 476097400, 595121750, 952194800, 1190243500, 1487804375, 2380487000, 2975608750, 4760974000, 5951217500, 11902435000, 23804870000
154288.26915874
The number 23,804,870,000 can be divided by 50 positive divisors (out of which 40 are even, and 10 are odd). The sum of these divisors (counting 23,804,870,000) is 57,633,994,968, the average is 1,152,679,899,.36.
Other Arithmetic Functions (n = 23804870000)
≈ 1041334583
There are 9,521,944,000 positive integers (less than 23,804,870,000) that are coprime with 23,804,870,000. And there are approximately 1,041,334,583 prime numbers less than or equal to 23,804,870,000.
Divisibility of 23804870000
The number 23,804,870,000 is divisible by 2, 4, 5 and 8.
Classification of 23804870000
Refactorable
Base conversion (23804870000)
Binary 10110001010111000010111110101110000
Ternary 2021110000001200122212
Quaternary 112022320113311300
Quinary 342223021320000
Senary 14534044551252
Octal 261270276560
Decimal 23804870000
Duodecimal 4744252528
Hexadecimal 58ae17d70
Vigesimal ibj08f00
Base36 axosz8w
Basic calculations (n = 23804870000)
392.7954546055
23804870000 as geometric shapes
149570409423.32
2.4537610267E+20
2cddc285eda61c2860d27ea291e8185a
a8501d01b651c66586e5792701afeea624d45b11
930cde0de0abd9a88dfe59250e5b997a0d30cbbd42e6876e11a90d39786b4d2c
1455b6627ce093473b580bac24ca3eee0b55d723d9c2ee8de300fb363de4da0c24a147e46f7554710fbad9aa5b191a253f5822815d85ed2625b9da96352ebd69
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] |
After being unable to find reference details for the required replacement blades for a Sanli Ride On mower in their manual or online, the great service provided by Jeremy & Scott at All Mower Spares, in sourcing these was extremely appreciated.
Thanks guys for your prompt email & telephone assistance.
Excellent service.Received correct part as described within 2 days of order. | [
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Associate announcement
Hicks Morley Welcomes Associate Andrew Movrin
Hicks Morley is pleased to announce that Andrew Movrin has joined the firm as an associate in our Toronto office. Andrew represents private and public sector employers on a wide range of labour, employment and human rights issues, including grievance arbitrations, labour disputes, human rights and accommodation, employment standards and wrongful dismissal actions. Andrew summered and articled with the firm before returning as an associate in 2020.
Andrew received his Juris Doctor from Queen's University. While studying at Queen's, Andrew worked as a student caseworker at the Queen's Family Law Clinic, where he assisted self-represented litigants prepare their documentation and navigate family court processes. Before attending law school, Andrew graduated "With Distinction" Honours from his Bachelor of Arts (Honors Specialization – Political Science) program at Western University.
Hicks Morley Hamilton Stewart Storie LLP
www.hicksmorley.com
With over 120 lawyers, we are a leading law firm in Canada representing employers on human resources and advocacy issues. Our role as a firm is to help clients effectively manage their workplace in a manner that best suits their organization's needs.
Andrew J. Movrin
Bereskin & Parr Welcomes Associate Jessica Sudbury
Bereskin & Parr LLP is pleased to welcome Jessica Sudbury to our Montréal office as an associate.
Lerners LLP Welcomes Katharine Creighton
Lerners LLP Welcomes Entisar Bukair | [
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Tamar Braxton is expecting her first child with husband Vince Herbert. The 'Love & War' singer may not have to read 'What To Expect When You're Expecting' because she has a herd of sisters, that's been through the entire pregnancy journey.
Tay Tay's sisters won't let her go out like Kim K. at the Met Gala, but that's neither her nor there. Tamar spoke with Essenc and revealed that her big sister Toni Braxton had a lot of advice of the do's and don'ts or pregnancy.
Traci was confident in Tamar's maternal skills, though the two have had their fair share of differences during the new season of "Braxton Family Values".
Next Story → New Music | The Dream FT. Beyonce & 2 Chainz + Beyonce Cancels Concert Due To Pregnancy?
Awww they said really sweet things and gave goo advise. | [
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] |
From the left, Mount Baal, She Devil, and He Devil, with Sheep Lake in the lower right (2014-08-30). Photo by Paul McClellan.
He Devil from the northeast (2007-07-18). Photo by John Vitz.
This class 4 cliff on the east ridge of He Devil can be bypassed on a scree gully but makes for a sporting alternative (2016-08-08).
She Devil and He Devil as seen from Mount Baal (2018-07-30). Photo by Gary Neben.
This page has been served 10776 times since 2004-11-01. | [
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A Woman Of Integrity, by J David Simons
Once again, J David Simons has written a novel that takes a wide sweep across the last century and this one, unravelling private secrets from a public life. The protagonists are Georgina Hepburn, born in 1900, English star of British silent films who suddenly quit the industry on the advent of the talkies and became a pioneer aviator and famed photographer; and Laura Scott, present-day film and tv actress, whose career is at a crossroads.
The novel has the reader enter the lives of the two women by interlocking narratives: the unpublished autobiography of Georgina (Georgie) supplemented by a landmark TV interview, and the narrative of Laura's path to creating a one-woman play about Georgie's life. Through the fabric of the first-person and third-person we are drawn into their careers, their families, their relationships, and in particular with Georgie, their secrets. Laura, newly parted from her agent in what seems like an irrevocable way, encounters US documentary-maker Sal Yerksaw, and jumps at the chance to be part of his plan to create a documentary and linked one-woman show on the life of Georgie Hepburn. For this he needs access to her papers and photographs, fiercely protected by her sole surviving relative, a distant cousin, whose demands amount to a refusal to co-operate. Laura has something he wants (access to the theatre world for his own vanity project), and the documentary seems to get off the ground, thanks to her building of trust with the literary executor and her discoveries in the archive. If it succeeds, with Laura as Georgie, it might be the salvation of her career, moving her out of the awkward territory where parts for older women become scarcer and scarcer until, if she can hang in there, she can play ageless icons and become one herself.
I have learned to count on J David Simons for his assured touch with an intricately unfolding, complex story, and such is the case with A Woman Of Integrity. Both women have a distinctive voice. Neither of them lives an ordinary life, and the eyes of the world are on them (though in the case of Laura, when she catches those eyes, she often sees puzzlement and wonders if she is in fact fully recognised). Georgie's story makes her unique, with so much to tell future generations from her first-hand experience of worlds that are lost – the pioneer British film industry before the advent of the talkies, and the fledgling aviation industry and the few women aviators who gained respect in a man's world Georgie was remembered for a crucial British film success, just before silent films were finished forever. So many actors failed to make the transition to talkies that she is able to bury the shocking secret of why she did not. Then in the 30s she becomes a pioneer aviator, renowned for long distance flight, when by accident she discovers a talent for photography. Again, a shattering event in her life grounds her, until war service in the ATA ferrying planes across Britain has her take to the air again. After the war, marriage to a famous film director gives her access to Hollywood figures, and her original, intimate portraits of them is a cover for her studies of the forgotten – un-named people who are slipping into the mists of the past.
Simons's grasp of these lost worlds, now beyond living memory, is assured, and the ingenious vehicle by which we discern them is through the unfolding research for Sal's and Laura's project. The basic facts of these two women's lives are very much in the public domain, but there are secrets that are revealed along the way. This is all handled with confident narrative skill. Both protagonists are strong characters, trying to live with integrity in worlds that do not give an easy ride to women. But both are intensely human, sometimes rebarbatively so, and Georgie in particular is capable of debatable acts including deception and revenge. They navigate a sea of men who do not get off so lightly at the hands of the author. At the end, I reflected on whether there were any men of integrity in the novel – very few, and they tend to be the shadowy ones, all bar one knightly figure. This author's strength is in conveying the moral complexity of his characters.
What did steal over me was the artifice of using Georgie's memoir as the vehicle of her voice. The early chapters have a naive quality, as if written by a young girl who does not know what is in store for her from the choices she makes. As her narrative continues, that voice changes character and weight, takes on the burden of her experience, grows up, then matures, then becomes emboldened. It is an ingenious way of conveying that Georgie, as well as all her other talents, is a skilled and subtle teller of her own story; another trademark of Simons, who conveyed so well in An Exquisite Sense Of What Is Beautiful his protagonist's gifts as a novelist.
This is an ingenious and complex novel that uncovers lost and disappearing worlds, and gives voices to a range of truly individual characters that nevertheless stand for a time and its atmosphere disappearing from collective memory. As with my last experience of Simons's work, I felt a slight alienation from the characters, just enough that I did not learn to love any of them. But I was delighted to spend time in their world, and immerse myself in their experience. Finally, I am very happy to point out what an excellent production Freight Books have made of this book, with its elegant cover design and high quality paper and typography. It is a delight to handle and to read.
J David Simons: A Woman Of Integrity. Glasgow: Freight Books, 2017. 307pp
One comment on "A Woman Of Integrity, by J David Simons"
You make the book sound very intriguing. I like the device that is used to tie the story together and the worlds they explore aren't the usual ones in historical fiction. The fact that the author makes his characters and the story complex is also appealing. I'll be looking for this one at the library.
This entry was posted on April 7, 2017 by Hilary in Entries by Hilary, Fiction: 21st Century, Fiction: historical and tagged A Woman Of Integrity, Air Transport Auxiliary, aviation, J David Simons, photography, silent films, theatre.
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Parmesan Chicken is my favorite Italian courier court. A chicken fillet is it rolled in breadcrumbs and then fried. Subsequently, it is covered with bechamel sauce and sprinkled with a thick layer of Parmesan cheese. Hungry all ages should try this delicious food.
It does not matter whether one treats itself for breakfast, lunch or dinner. Parmesan Chicken is a real find even with working and non-working parents. Because if you have a choice, you would rather enjoy together with the accompanying notes this cheesy treat than to experiment yourself in the kitchen of a meal around. | [
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What's the true cost of holding an empty property?
According to official figures, more than 200,000 homes in England were empty for at least six months during 2016. In London, this equated to 19,847 vacant properties with a total value of £9.4bn, based on the average price in the capital.
For landlords, there are a number of reasons why a house may lie empty for this amount of time, whether they're looking to sell or let. The world's super-rich have come under fire for buying expensive London property then leaving them unoccupied until they can be sold later for a profit, at a time when more than 300,000 people in the UK are now categorised as homeless, according to the charity Shelter. The fire at Grenfell Tower in Kensington also helped to bring this topic to the fore again. But, for most landlords, a property isn't left empty intentionally; it's often a case that they're waiting for a signed up tenant to move in or it needs work before it can be let/re-let.
For those looking to sell, a new league table produced by the HomeOwners Alliance shows that the average time for a property to go 'under office' is 61 days. The legal process typically takes around three months to complete, which means that the whole sale will take 5-6 months - tallying up to the aforementioned official figures.
What's more shocking is the fact that more than 11,000 homes have stood empty for at least a decade, according to new research by the Liberal Democrats. However long it may be it's important to assess the true cost of holding an empty property, because there are some 'hidden' expenses. For the purpose of this article let's take a house that's been vacant for six months.
Chances are you've got a buy-to-let mortgage on your property, with most buy-to-let landlords putting down a deposit of 20-25%, meaning they have a 75-80% loan-to-value mortgage. On a property worth £226,071 - the average house price in the UK as of November 2017 - you'll be re-paying around £510 a month, based on an interest-only mortgage. It goes without saying that this will need to be taken into account when working out how much you'll lose every month on an empty property. Over a six month period you'd need to pay £3,060 to keep up with the mortgage alone.
Council tax is another consideration, especially after the Government announced a 100% premium on empty properties last November, in a bid to clamp down on "buy-to-leave" landlords. It's also worth bearing in mind that local authorities can use empty dwelling management orders (EDMO) to take over properties that have been empty for six months or more, though these are really used.
It is, like any property and expensive possession, important to ensure that your empty house is insured. Most companies have a clause in their policy which states that if a property is vacant for 30-60 days then the insurance is void. According to MoneySuperMarket data it the average cost of insuring your home if it's unoccupied for 30-60 is £131, which is worth the peace of mind when you consider that empty houses can attract issues such as asset theft, vandalism, fly-tipping, and increasingly, being used for fraudulent transactions.
Property fraud is increasingly common in void rental homes. There have been a number of high profile cases where fraudsters have assumed the identity of the landlord and then been able to sell the property and make off with the proceeds.
Top tip: you can get some monthly income back by renting out your driveway via Just Park. This will also help to make your property look lived in, and will reduce the chances of criminal damage/activity from occurring.
Gardening - an unkept garden is one of the first telltale signs that a property is empty, which is why you may choose to hire a professional to mow the lawn/cut the hedges.
Cleaning - dust and cobwebs makes a property look unattractive and multiple viewings will cause wear and tear to carpets overtime.
Utility bills - you'll still have to pay a standing charge on an empty property, but some may choose to keep the lights on via automatic timer switches. This creates the illusion that the house is lived in.
Frequent visits - you may want to check on the property regularly, or hire a company that will do it for you - either is an expense that adds up over time.
Do you have an empty property? To arrange a free sales or rental valuation simply click here. | [
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Week of May 23rd New and Notable Audiobooks on Brian's Book Blog
Welcome to Brian's Book Blog's weekly New and Notable Audiobooks Post for the Week of May 23rd.
Comment below on any I missed or what you're excited about!
Authors, narrators, producers, and publishers — any of the books featured here are prime candidates for review.
If you see yourself featured here, I would love to review your audiobook! Click the button to submit your book for review.
Book covers and bold titles may have affiliate links to Amazon (where you can buy the Audible version).
Clicking these helps support this site, so thank you if you do.
New to Audible or Audiobooks in general? Welcome!
Get 2 FREE Audiobooks (instead of one) by clicking on the banner or here.
Adrift by Tom Abrahams
Narrated by Kevin Pierce
Piton Press
See My Review Here
Binge listen. Keep the lights on. Lock your doors.
A mutating plague has killed two thirds of the world's population. Society has collapsed. And Mike Crenshaw is adrift.
From the world of The Traveler Series comes a new cast of characters, new obstacles, and the same devastating, world-altering virus which plunges society into the depth of a dystopian hell.
Adrift begins six months after The Scourge takes hold. And while the spread of the disease is no longer and immediate threat, those who survived are left in a world without infrastructure, without laws, and without protection. They must fend for themselves in a Darwinian landscape fraught with danger.
At the same time, a government lab is working to harness The Scourge, to make it into something the military can control and unleash upon its enemies.
It's a nightmarish addition to a story that will keep you up at night with the lights on and the doors locked.
Veil by Eliot Peper
Narrated by Jennifer O'Donnell
When her mother dies in a heat wave that kills 20 million, Zia León abandons a promising diplomatic career to lead humanitarian aid missions to regions ravaged by drought, wildfires, and sea level rise.
What Zia doesn't know is that clandestine forces are gathering around her in pursuit of a colossal secret: someone has hijacked the climate, and the future of human civilization is at stake.
To avoid a world war that appears more inevitable every day, Zia must build a coalition of the powerless and attempt the impossible. But success depends on facing the grief that has come to define her life, and rediscovering friendship, family, and what it means to be true to yourself while everything falls apart.
Hard Target by J. B. Turner
Narrated by Jeffrey Kafer
Brilliance Publishing
A threat inside the government. A whistleblower's life on the line. It's up to Jon Reznick to bring justice.
When hacker Trevelle Williams discovers documents that threaten national security and put his life in jeopardy, there's only one person he can turn to – Jon Reznick. Williams has learned that Rosalind Dyer, a key congressional witness, is about to be killed in order to stop her testimony. She has stumbled into the middle of a cover-up that goes deep into the United States government. Dyer knows her days are numbered, but that won't stop her from doing what she has to do.
Trevelle Williams has helped Jon out of many a scrape in the past. Now, Jon is the only person he can turn to for help saving Rosalind's life, as well as his own, and protecting national security in the process.
With enemies on all sides, including within the United States government, can Jon and Trevelle get to Rosalind in time? They're her only hope to escape her pursuers and bring these secrets to light.
Tomorrow's Children by Milo James Fowler
Narrated by Steve Campbell
Aethon Audio
The future is in their hands.
The post-apocalyptic world is bigger than the remnant imagined. Across the ocean, the domed cities of Eurasia have survived the nuclear holocaust that ravaged the rest of the planet. But only the survivors from the North American Wastes can give the sterile Eurasians what they need most in order to continue existing as a society: Children.
Sergeant James Bishop, United World Marine, leads his team across the desert wasteland in order to make first contact with survivors in Eden, who are rumored to have a lab full of viable embryos. Meanwhile Cain, a coastal warlord dedicated to repopulating the planet, follows the will of Gaia, a malicious spirit of the earth with no love for humankind. Margo, telepathic geneticist responsible for designing the next generation, struggles to balance the will of a selfish dictator with what's best for humanity. Tucker, an invisible man on a mission, carries precious cargo across the Wastes in an effort to rally a group of survivors into action against Eden.
As their lives intersect, agendas collide and tensions reach a breaking point. Twenty unborn children in incubation chambers hang in the balance – along with the fate of the world.
Grab the thrilling sequel to After the Sky! It's perfect for fans of Stephen King, Tom Abrahams, and The Walking Dead.
Fungoid by William Meikle
Narrated by David A. Wood
Crossroad Press
When the end came, it wasn't zombies, asteroids, global warming, or nuclear winter. It was something that escaped from a lab. Something small, and very hungry.
It starts with deadly rain that delivers death where it falls, but soon the whole planet is under threat as the infection spreads, consuming everything before it.
A band of survivors on the Eastern coast of Canada watch as their world falls and crumbles to ruin. The infection seems relentless. More than that, it seems to be learning, adapting, and evolving faster than they can fight it. Worse still – it is infecting not just their bodies, but is creeping into their minds, dancing in their dreams.
Can they stop it before it takes them?
Or must they all join in the final dance of death?
Pink Bean Series by Harper Bliss
Narrated by Angela Dawe, Melissa Moran
Tantor Audio
Sydney is full of coffee shops, but none as exciting, and full of drama, as the Pink Bean.
First meet Micky, a newly divorced mother of two, who in No Strings Attached is claiming her independence by taking a job at the Pink Bean and exploring a new side to herself.
Next up are Kristin and Sheryl, the owners of the Pink Bean. Beneath the Surface will take you back in time to follow their journey and discover the origin story of Sydney's pinkest coffee shop.
Finally, get to know Josephine, long-time barista at the Pink Bean, as she attempts to get over her insecurities and opens herself up to love in Everything Between Us.
Contains mature themes.
We Are Not from Here by Jenny Torres Sanchez
Narrated by Marisa Blake
Dreamscape Media
Pulga has his dreams.
Chico has his grief.
Pequeña has her pride.
And these three teens have one another. But none of them have illusions about the town they've grown up in and the dangers that surround them. Even with the love of family, threats lurk around every corner. And when those threats become all too real, the trio knows they have no choice but to run: from their country, from their families, from their beloved home.
Crossing from Guatemala through Mexico, they follow the route of La Bestia, the perilous train system that might deliver them to a better life – if they are lucky enough to survive the journey. With nothing but the bags on their backs and desperation drumming through their hearts, Pulga, Chico, and Pequeña know there is no turning back, despite the unknown that awaits them and the darkness that seems to follow wherever they go.
White Serpent, Black Dragon by Joe Jackson
Narrated by Chelsea Stephens
An underworld serial killer prowls the streets. The head of a criminal guild arrives demanding the help of the Order.
Things had been quiet since the incident on Tsalbrin, but Karian Vanador recognized the calm before the storm all too well. When one of the Order's most prominent mortal enemies arrives on campus demanding help with an underworld threat, Kari knows there has to be a connection.
Harried by a deadly foe, Kari must call upon friends old and new to track down an assassin leaving a trail of bodies in her wake. Along the way she must figure out: are the killings just the act of a depraved demon, or an ingenious plot to shatter the barriers between Citaria and the underworld? And will the people she goes to help prove to be her allies or her enemies in the end?
Don't miss the epic second installment of the Eve of Redemption series. Listen today!
The Ballad of Songbirds and Snakes by Suzanne Collins
Narrated by Santino Fontana
It is the morning of the reaping that will kick off the 10th annual Hunger Games. In the Capitol, 18-year-old Coriolanus Snow is preparing for his one shot at glory as a mentor in the Games. The once-mighty house of Snow has fallen on hard times, its fate hanging on the slender chance that Coriolanus will be able to out charm, outwit, and outmaneuver his fellow students to mentor the winning tribute.
The odds are against him. He's been given the humiliating assignment of mentoring the female tribute from District 12, the lowest of the low. Their fates are now completely intertwined – every choice Coriolanus makes could lead to favor or failure, triumph or ruin. Inside the arena, it will be a fight to the death. Outside the arena, Coriolanus starts to feel for his doomed tribute…and must weigh his need to follow the rules against his desire to survive no matter what it takes.
The Decision by Kevin Hart
Narrated by Kevin Hart
"Are you ready to get your mind right and prepare for the battle of your life?"
Superstar stand-up. Blockbuster actor. Celebrity-powerhouse. Kevin Hart is about to add one more significant title to his already impressive resume: Your life coach. Yes, you.
In this follow-up to The New York Times best-selling memoir, I Can't Make This Up, Kevin goes all-in on getting you mentally fit by skillfully breaking down and sharing the same tools and rules he's developed to elevate his own life, to inspire and help transform yours. Candid, raw, and authentic to the core, The Decision is filled with vision and the practical steps you'll need to track and reach your goals. Join "Coach" Kevin as he puts you through the paces of what he dubs the Kevin Hart Mental Fitness Bootcamp. Learn the ins-and-outs of "What-is-ness." Find out what "Cowboying up" is all about. Get cozy with "Teddy bearing." Discover why your comfort zone is just about the worst place on earth to be. Find out how to keep your b%llsh#t detector running smoothly, and just why your ugly-ass feet are nothing short of a blessing in disguise.
Hear this, and an entire treasure trove of deeply insightful life-changing advice from the only dude out there who can make you cry like a baby from both laughter and self-reflection at the same time. The time to power-up those earbuds and get after the life of your dreams is now. Kevin Hart is hyped and ready. Are you?
New and Notable Audiobook Releases for t
New & Notable Audiobooks Week of De
New and Notable Audiobook Releases (Week
Week of August 29th New and Notable Audi
Posted in New and Notable • No Comments on Week of May 23rd New and Notable Audiobooks on Brian's Book Blog
Adrift (The Scourge #2) by Tom Abrahams (Narrated by Kevin Pierce) »
« Veil by Eliot Peper (Narrated by Jennifer O'Donnell) | [
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BURT WOLF: Every town in the world has a local flavor ... a flavor that comes from its signature dishes, from a group of preferred ingredients ... a type of restaurant that is popular. It is a flavor that comes from appreciating a particular piece of equipment, or a cooking technique. There are dozens of things that make up the local flavor. But the most important influences are always the result of history, geography, and economics.
Springfield has been the capitol of Illinois for over a 150 years, and during that time it has been influenced by every major food trend that has swept over our country. As the first of our nation's great highways passed through town, Springfield responded with some of our earliest roadside restaurants.
Restaurants that changed the way our nation eats. But Springfield is also the home of Abraham Lincoln and from the moment of his passing in 1865, it has been a center for tourism, determined to preserve the memory of our 16th President. It's an interesting city and worth a visit. So please join me, Burt Wolf, for a taste of the local flavors of Springfield, Illinois.
During the 1920s, Henry Ford began producing automobiles that many people could afford. No longer a luxury for the rich, tens of thousands of people started driving cars. But there was one major problem.
We didn't have a road system designed for them to drive on. America was covered with dirt roads that were originally developed to transport agricultural products to market. We also had some old roads that had been used by stagecoaches to connect one town to another.
And that was pretty much it. Both federal and state governments quickly recognized the need for a national highway system. And in 1926 began building the great mother road. The ribbon of concrete that ran from the shores of Lake Michigan in Chicago down to the banks of the Mississippi at St. Louis, and then west to the beaches of the Pacific Ocean in Los Angeles. It became a symbol of America's progress. And so powerful was its attraction, that hit songs invited us to get our kicks on "Route 66."
Route 66 was the first major element in the national road system built for the automobile. And for almost 50 years, it was the main street of America. It changed the way we traveled but it also changed the way we ate.
As Route 66 headed out of Chicago, on its way to St. Louis, it passed through Springfield. Springfield became the state capitol of Illinois in 1837. And visiting legislators and lobbyists required eating places. It was also Abraham Lincoln's hometown, and tourists began arriving from all over the world. And they expected suitable eateries during their visit. Springfield is home to an important university, and a major medical center. Tourists and local residents make varied demands on Springfield's restaurants and that has made it an ideal community to study how American eating habits changed during the 20th Century. And that is precisely what John Jakle and Keith Sculle have done in their book called "Fast Food."
KEITH SCULLE ON CAMERA: Well, in the 1890s, Springfield was a really hoppin' place. People were coming to town to do business with the county courthouse, but especially to do business with the state capitol located just a few blocks away. So in between those two nodes, you had a very vibrant economy for restaurants to thrive. But it was also a very lively street trade: vendors for example, with push carts and so forth. There was a fellow by the name of Ed Crastos who is the most memorable. At least he's the one that's come down in the literature who was the guy that sold chili on little tin pans.
BURT WOLF: Springfield has had a long love affair with chili. During the 1960s Springfield was a hotbed of chili activity with three chili canneries producing over four million cans of chili each year. The state government passed a resolution proclaiming Illinois as the "chili capitol of the civilized world," and recognized the spelling of chili with two L's. Today Springfield is peppered with chili parlors, one of the most famous and respected is Joe Rogers, operated under the direction of the founders' daughter Marianne.
SERVER ON CAMERA: Medium hot! Hold the beans.
MARIANNE ROGERS ON CAMERA: My Mom and Dad, Joe and Pauline Rogers, started a little cafe ... a little diner, and they had plate luncheons and my Mom made all of the desserts and everything. Within six months people just started ordering the chili. Then it evolved right into the chili parlor, and the rest they say is history.
KEITH SCULLE ON CAMERA: People who ate out, at the beginning of the century weren't seen in the best light. They were people that lived downtown on a regular basis. They might have lived in boarding houses, but they might have been about in the communities' life downtown on the streets and so forth. There were associations apart from family life that those people had. As travel became far more common, people had to, of necessity, eat out. Well, roadside restaurants changed the way the country thought about food, and about the way they actually practiced eating. Very influential.
MAN IN CAR ON CAMERA: Can I get a special with a root beer and cheese?
WOMAN ON CAMERA: I need a cheese special with a root beer.
BURT WOLF: The Maid-Rite Sandwich Shop is considered to be one of the earliest restaurants to have a drive-up window. This is the ancient forerunner of McDonald's, Taco Bell, and Kentucky Fried Chicken.
WOMAN IN CAR ON CAMERA: Hi. Two maid-rites and a root beer.
WOMAN ON CAMERA: I need two maids and a beer!
WOMAN IN CAR ON CAMERA: Thanks.
WOMAN ON CAMERA: Two maids. Here you go. Have a great day.
BURT WOLF: It opened in 1924 and still serves it signature dish. A mixture of crumbled steam ground beef, onions, mustard, and pickled relish on a steamed bun with a side of French fries, and homemade root beer in a frosted mug. And because of modern freezer technology and Federal Express, Maid-Rite ships containers of the cooked meat and buns to Made Right devotees throughout the United States. Root beer goes back to 1869 when a Philadelphia pharmacist by the name of Charles Hyers put together a blend of sugar, water, spices, and tree barks. It produced a mildly alcoholic, naturally effervescent drink.
BURT WOLF ON CAMERA: Traditional root beer usually contained birch bark, dandelion root, molasses and wintergreen oil. But the distinctive flavor that we associate with root beer comes from the addition of sassafras root which used to grow wild all over the eastern part of the United States.
BURT WOLF: The Federal Food and Drug Administration found that sassafras contained a carcinogen. So today's root beer is artificially flavored. But even with artificial flavoring, each year Americans consume over 200 million cases of commercially produced root beer. In addition, there are thousands of people who make their own root beer at home. Ah, but is it made right?
KEITH SCULLE ON CAMERA: By the 1930s, things had changed to some degree. The professional people in the community still found it desirable to eat at home for the most part. They had no need to eat out and on the road. Now, however, people who were traveling and by then in automobiles, and that meant more and more people traveling, found it convenient, in fact, necessary to eat on the road. And restaurants began to change their pitch a little bit. They began to have a little pizzazz in their decor. Some of the food began to change its pitch a little bit. They were presentable. They were desirable places to eat. They were even fun places to eat.
BURT WOLF: Throughout the 1930s, 40s, and 50s, Springfield developed a middle class approach to restaurants offering foods that were attractive to travelers and office and factory workers. Good eating meant friendly service and ordinary but reliable food in sizable portions. The thirties also saw the introduction of the first Mel-O-Cream Doughnut. Mel-O-Cream Doughnuts are a local specialty.
BURT WOLF ON CAMERA: I'm a hole-in-the-center kind of guy myself, with maybe a little glaze or sugar on the outside. And I've always wondered who put the hole in the center of the doughnut. Well, no less an institution than The Smithsonian in Washington, D.C. has reported on the subject. They tell us that a young man named Hanson Crockett Gregory of Clam Cove, Maine, was watching his mother make some doughnuts, and asked her why they were always soggy in the center? She said if she cooked them till they were done in the center, they were burned on the outside, and so she took them out early. Well, young Hanson, culinary genius that he was, took a fork, poked a hole in the center of the uncooked doughnut, so when they fried up, they were perfect, thereby creating the first ringed doughnut in history.
And as long as we're dealing with doughnuts, here's a couple of additional bits of trivia. During World War One, a Salvation Army worker in France prepared a batch of doughnuts for some American troops, which proved to be extremely popular and regularly requested. When word got around that the American units loved doughnuts, they got nicknamed "Doughboys."
BURT WOLF ON CAMERA: The folklore around dunking says that an actress by the name of Mae Murray was having breakfast one day, in Lindy's Restaurant in New York City, and she dropped her doughnut into her coffee. Well, she didn't miss a beat. She picked it up, continued eating, and announced that both the texture and the flavor had been improved; thereby, dividing the doughnut-eating world between those who dunk and those who don't dunk. And I dunk.
BURT WOLF: The years that followed the end of the Second World War saw a continuing rise in the number of roadside eating places. The Cozy Dog Drive-In opened on Route 66 in 1950. For over a 100 years, the frankfurter, on its bun has been part of American gastronomy. But Ed Waldmire changed that.
BURT WOLF ON CAMERA: Ed was visiting his brother in Muskogee, Oklahoma, when a diner cook served him a frankfurter that had been baked in a batter. It took about 15 minutes to cook it in something that was really a homemade waffle iron. But Ed realized that somewhere in that dish was an idea that could change the gastronomic history of America, and he began experimenting.
BURT WOLF: Eventually he developed a secret recipe, and the equipment necessary to produce a corn batter encrusted, deep-fried frankfurter on a stick. His wife named them "Cozy Dogs" and developed the logo. Ed introduced them at the 1946 Illinois State Fair. And his reputation was made.
BUZ WALDMIRE ON CAMERA: Well, we got the Cozy Dog batter. It's a dry-flour mixture that my father formulated 50 years ago, and we take three Oscar Meyer hot dogs, and then it's really pretty simple. You just dip the dog in there, and ... set him right over here ... again, on a custom-made rack, for a rather commercial fryer. It takes about two minutes to cook. And we probably go through ... between 3- and 500 a day.
BURT WOLF: It was a perfect food for people in motion. And so Ed opened the Cozy Dog House on Route 66. In recognition of his contribution to American road food he has been inducted into the Illinois Route 66 Hall of Fame.
BURT WOLF ON CAMERA: But in spite of the fact that there are a number of patents in connection with the making of a Cozy Dog, knock-offs have proliferated throughout the United States in the form of a corn dog. But a corn dog is not a Cozy Dog. And the authentic version is only available here in Springfield, Illinois, made by Ed's son, Buz.
KEITH SCULLE ON CAMERA: In the 1950s, in the 1960s, Springfield was participating in now legendary prosperity in this country. And eating on the road was a common thing to do ... not only out of necessity but because it was a fun thing to do.
BURT WOLF: The late 1980s and early 90s saw the introduction of national restaurant chains that were based on a theme. It was not only the menu and the speedy service that attracted local customers, but also the fact that they had grown familiar with the settings through travel to other cities. A chain's restaurant in Springfield was the same as a chain's restaurant in every other town. The middle of the 20th century was marked by a strong interest in reformist middle class values and the majority of Americans drank very little alcohol. But the chains that put up the theme restaurants were able to take advantage of the new acceptance of moderate drinking, many of which had a bar in the center of their floor plan. The chains also moved into the malls. The mall restaurants are often as much about entertaining as they are about eating. Springfield's most famous contribution to the world of food, however, is the horseshoe sandwich which contains neither horse, nor shoe, nor horseshoe. The original horseshoe sandwich is credited to the chef at the Leland Hotel who appears to have introduced it in 1928. Almost every restaurant in Springfield has their own version. But many folks feel that the best place to get a taste of the traditional version, as well as some of the modern day variations is at Norb Andy's. Josh Bales is the chef.
JOSH BALES ON CAMERA: Okay. It starts off with toast. It's two hamburger patties, fries, and cheese sauce. Next is the club. It has ham and turkey. French fries topped with bacon and tomato, and, of course, cheese sauce. Next we have my favorite, which is the chili cheeseburger. It has the burgers ... the fries. That's chili ... cheese ... green onions ... and, of course, more cheese sauce. And this little guy down here is a half-size. It's called a pony. It has seafood, which are shrimp and crab, tomato, scallions. And, of course, lots more cheese sauce.
BURT WOLF: During my visit to Springfield, I stayed at a bed and breakfast called the Inn at 835. And I used their kitchen to test a recipe for the horseshoe sandwich.
BURT WOLF ON CAMERA: We're going to start by making the cheese sauce, which is really a classic Welsh rarebit. First thing, a half cup of butter goes into the top of a double-boiler.
BURT WOLF: A double-boiler is really a big sauce pan filled with water on a smaller sauce pan sitting on top of the water in the first pan. The water in the first pan protects the food in the inside pan from direct heat.
BURT WOLF ON CAMERA: A double-boiler is used to cook anything that would normally burn, separate, or curdle in a regular sauce pan. They're also good for stopping the cooking quickly because you just lift up the pot.
BURT WOLF: It's well made, roomy, and it has a long convenient handle. It's made of stainless steel that won't interact with any of your ingredients and it has a circular ridge that helps it sit snugly inside the base pot. When the butter is melted, flour is whisked in. As soon as that is blended and smooth, you add the rest of the ingredients. Milk, Worcestershire sauce, a good quality cheddar cheese that's been shredded, cayenne pepper, dry mustard, and salt. Then turn off the heat and add some beer. That's the sauce, and you hold it in a double-boiler while you prepare the rest of the dish.
BURT WOLF ON CAMERA: Next, you make two pieces of toast. When we were testing toasters for inclusion in "The New Cooks' Catalogue", the Cuisinart Custom Control Model did really well. It has seven different setting for darkness, which gives you a pretty good range of doneness.
BURT WOLF: There's an easy- to-clean electronic control panel, with touch pads for one slice ... bagel ... defrost ... reheat ... lighter ... darker ... and cancel reset. There's also a pull-out crumb tray. Good design.
BURT WOLF ON CAMERA: Next, I'm going to cook a couple of hamburgers and I'm going to do it on a George Foreman grill. This is an electric contact grill. It opens like a waffle iron, and heat cooks the food from both sides at the same time. It has high wattage, which translates into better browning, and better browning translates into better flavor.
BURT WOLF: There's an indicator that lets you know when the grill is hot enough to start cooking. Very helpful. The surface is slanted so the fats and cooking juices run out. A small tray sits underneath the grill to catch the drippings.
BURT WOLF ON CAMERA: Now part of what was dripping out was fat but not all of it. If you want to lose weight, in addition to the George Foreman grill, you're going to need an exercise program that includes something besides chewing. That chewing is what my favorite exercise is. And I do it as often as I possibly can. I also like it when we swirl the wine around ... just before you swallow it. That's a ... that's a great exercise there. And look how it's building up these muscles.
BURT WOLF: Okay. We're ready to assemble the horse shoe. The toast goes on the plate. The burger's on top. Then the cheese sauce. And finally, a mound of French fried potatoes. I'll tell you how to get the recipe for that dish and all the other dishes in this series at the end of this program.
BURT WOLF ON CAMERA: Now I can let you think that I made those French fries from scratch right here in this kitchen! But I did not. I brought them in from Norb Andy's, and I tell you that because whenever you are in Springfield, Illinois, you're always aware of the fact that this is Honest Abe Lincoln's hometown.
BURT WOLF: And speaking of Lincoln, Mrs. Lincoln was famous for her white cake.
BURT WOLF ON CAMERA: Actually it wasn't Mrs. Lincoln's white cake at all! It was originally prepared by a famous baker in Lexington, Kentucky, to mark the visit of the Marquis de Lafayette in 1825. He gave a copy of the recipe to Mrs. Lincoln. She baked it for Abe. Abe loved it. And so she baked it quite often in their home here in Springfield, Illinois, and in the White House.
BURT WOLF: This particular version of Mrs. Lincoln's cake was baked at a small family bakery called Incredibly Delicious. The chef is Patrick Groth, who studied at the French Culinary Institute. His wife, Beth, his mother, and other assorted relatives help out. When Patrick describes this as a family business, he means it. Springfield is the land of Lincoln but it is also the land of corn. As soon as you pass through the suburban areas, you are surrounded by corn fields. In the old days, cornfields were used only for growing corn. But these days, the big idea is multi-tasking. And so cornfields are being put to additional use. This is the Springfield Corn Maze.
DOUG SCHMIDGALL: Flags in the air.
BURT WOLF: During the growing season, it is open to the public Monday through Saturday from 9:00 A.M. to 6:00 P.M. But not when it's raining or the fields are muddy. It all started in 1993 when a producer from Walt Disney teamed up with a designer of mazes to put a maze into a cornfield.
BURT WOLF ON CAMERA: A maze is a puzzle with many junctions and paths. You go in one place, come out another. The trick, of course, is to figure out which path will lead you out. The great American authority on corn mazes is a guy named Brett Herbst. He has a company that teaches farmers how to put a corn maze into their field. You know, another word for corn is maize. So it's only fair that a field of maize have a maze.
BURT WOLF ON CAMERA: How did you come to put a maze in your field?
DOUG SCHMIDGALL ON CAMERA: I've seen advertised in a magazine, about three years ago. And ... thought it looked kind of nice, and I decided to go ahead and try one.
BURT WOLF: Something in a magazine special that appealed to you?
DOUG SCHMIDGALL: I liked the design that I'd seen from the air. I believe it was a design of a tiger, or something like that. It looked kind of neat. This one is a design like a dragon. We had a little contest and a young man by the name of Wade Morrison give us a design, and we etched it out. On one side, there's the head with the fire coming out of it ... and the other side is a tail ... kind of like a hammer on it. And it's got wings on it and everything like that.
BURT WOLF: How much do you charge them to go in?
DOUG SCHMIDGALL: A dollar for the easy maze, and $2 for the hard maze.
BURT WOLF: What do you charge them to get out?
DOUG SCHMIDGALL: Fifteen dollars to get out if I got to come find them.
BURT WOLF: And equally amazing are the foods at the county fair.
BURT WOLF ON CAMERA: Mm-m-m-m ... I'm all shook up.
MAN: Our funnel cake is ... you make the batter up ...special batter ... stir it up ... put her in there. And it comes out ... and put powdered sugar on it. Or cinnamon. Whichever you like. There it is. That's it.
BURT WOLF ON CAMERA: All right, I don't want to waste this. Would you like some?
WOMAN ON CAMERA: I have Dip-and-Dots ice cream.
BURT WOLF ON CAMERA: Ha! They're like tiny little balls.
WOMAN ON CAMERA: Little dots.
BURT WOLF ON CAMERA: Amazing, my dear Watson. Thank you.
WOMAN ON CAMERA: You're welcome.
MAN ON CAMERA: This is taffy candy. Salt water taffy. This taffy here originated around the turn of the century right here in Illinois. Yeah, the salt water taffy kind of became popular by the seashore. There's not really any salt water in salt water taffy.
BURT WOLF: Well, that's a look at how the automobile has changed the way we eat and drink in America, and a taste of the local flavors of Springfield, Illinois ... the impact of Route 66 ... Cozy Dogs ... Maid-Rites ... Mel-O-Creams ... Chili ... Horseshoes... Lemon Shake-ups ... and Mrs. Lincoln's white cake. I hope you've enjoyed this visit and I hope you will join me next time. I'm Burt Wolf. | [
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Well Asus has thrown a curve ball here. It's not a new Zenfone Go phone, rather it's a Zenfone Live phone. This is the first from this new "Live" series which is focused on live streaming excellence. It's going to be price friendly like the Zenfone Go series, but Asus decided to go with a newly named line-up for this design.
This is the first time we've spotted ZenUI 3.5 so we will dig into what's new. Overall the ZB501KL is a budget spec phone which will like be a limited release. | [
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] |
365 days of David Drury
Today marks one year to the day since I started at Drunk Animal… and I can't quite believe what we've been through in that time. To say it's been eventful would be an understatement.
I can remember vividly sitting down with Calvin and Jess to talk about the role. I'd spent the last three months being funemployed after leaving a job that I hated and to be honest, my confidence was at an all-time low.
I'd met Cal in my previous role and we hit it off straight away; we're very similar – headstrong, bold, somewhat disorganised, but we think big and aren't afraid to try new things. To be honest, I think it was our first chat a few months earlier that secured me the job; I'd lost my way a bit in the months that had followed and you could tell. I owe a lot to Cal and Jess for taking a punt on me – they literally saved me.
I never thought I was someone that was defined by their career, but after having what seemed like ages off between jobs, I realised that my job is a huge part of who I am. Without it, the days seem long, endless and incredibly lonely.
Within the first week of starting here I knew I'd found my feet again. I was back up and my confidence was on the mend. By week two, we'd secured a six figure media buying brief. I really felt that I'd found somewhere where I could add value, help shape the direction of the business, and get back to basics and do the work that I truly loved.
And then my best friend took his own life – the only person (other than my partner) that kept my spirits up when I was at my lowest. It's a strange feeling to lose someone from suicide; you can't quite describe it… but for a long time I was angry at him. Angry that he didn't lean on me like I'd leaned on him so many times before.
While all this was happening, the team couldn't have been more supportive – it was then that I realised I'd found a group of mates in my work colleagues. Without sounding cliche, the Drunk Animal team is a family, and it's exactly what I needed in a job. And when Coronavirus hit, that family came into its own.
On March 23rd, when the Government announced the coronavirus restrictions, the exciting plans Calvin and Jess had spoken about in my interview were thrown into disarray. Overnight, we lost nearly £500k of events work; and for a hot minute, I was concerned for my job.
But I needn't be. Cal had employed me to support him in the growth of the agency so while the events work was a blow; it wasn't the end. We set about refocusing our efforts on PR, content and media – the three things I was brought on to build. It was a blank canvas for me to design… and the only way we could go, was up.
Our first major PR client win came as part of a collaborative pitch with Larkin PR. For us to grow as an agency, we needed to beef up our media credentials beyond just me, and a partnership with them gave us a fighting chance. We were successful, beating some of London's most established agencies to the post. The day we launched Cantina Goccia (an italian vineyard that happens to be one of our clients) in Frugal Bottle was the day I knew we'd set the PR bar; for ourselves and our competitors. To say the Cantina Goccia and Frugal Bottle brands went global was an understatement. Over 1,000 pieces of coverage, a global audience of 1.4billion and in excess of 700 genuine business leads from other organisations wanting to use and invest in Frugal Bottle showed the agency world that we knew what we were doing when it came to massive PR campaigns.
As a result, the business grew quicker than we anticipated and I'm incredibly proud to say that we've invested in the company and added five further full-time staff to the PR and Content team. In what has been a turbulent year for so many, we're incredibly lucky to be expanding the team and offering roles to people that really need that chance.
PR wasn't the only new territory we ventured into this year; we also expanded into media strategy and planning, building on some of the experiences I've had in my 15+ year career. With the support of media owners, trusting clients, and just a bit of bravado, we were able to establish a competitive media solution for our clients, helping to take them into new territories, using new platforms and dynamic channels.
For me, the year peaked when I finally saw our client, Peter Ward Homes, debut their fantastic, heartwarming TV advert after I dared to pitch the idea to them in my first week at the agency. It was an amazing experience and we got to work with some fantastic people to bring the idea to life. The end result is probably one of my proudest career moments to-date.
It's only fitting that, while I have this soapbox, I thank some people; to Louise, Shannon and Peter, thank you for believing in us, providing the fantastic backdrop of the Old College and for letting us dream big, to Calvin for your creativity and inspiration, for Gus and Owen at Northern Visuals for your epic work on realising Cal's lofty vision, and those that I roped in to help as actors, hairstylists and makeup artists; my friends and family. To the Brodies, Toni and Yasmine, you made my life a million times easier.
We've crammed a hell of a lot of more into the last 12 months, but it's probably best that I end there. It's not often I use those words to describe my older sister (see paragraph above 🙄).
This year has been a challenging year to say the least. I start my second year at Drunk Animal incredibly humble and grateful; for the challenges we've faced and survived as a team, for the faith that Cal and Jess put in me from day one, and for mates I've found in my fellow Drunk Animals. Thanks guys.
And finally, to Jess, my work-sister, who moves on to pastures new this week, you will be sorely missed. We are both better off for knowing one another. Thank you for everything.
Posted in Drunk Animal
We are calling on the city's residents to open their WiFi access to neighbours in a bid to help the city's young people continue their education, as the city moves into its third lockdown of the year. According to the Office of National Statistics, five percent of UK households still do not have access to […]
Be More Rooster
ENRG & CENRG
Today marks one year to the day since I started at Drunk Animal… and I can't quite believe what we've been through in that time. To say it's been eventful would be an understatement. I can remember vividly sitting down with Calvin and Jess to talk about the role. I'd spent the last three months […] | [
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Breathing new life into your brand story
In the earliest days of storytelling – when words had yet to be committed to paper – tales would change with every iteration, as new raconteurs embellished, extended and added to make them their own. But the introduction of the printing press didn't put an end to this practice. Today, stories are still being constantly reimagined, revamped and retold, albeit in a more sophisticated manner. Brands in particular are adept at repurposing their proposition to evolve with the audience. By updating their message, recreating other source material, and adapting for new platforms, they refresh their output in a host of different ways – none more effectively than when it's translated to sound.
The 21st century audience is constantly changing, meaning brands are always having to reposition their message to maintain their appeal. This is particularly true of longstanding companies. Not enough to merely rely on their heritage, they have to ensure that their output is still relevant to the modern consumer – which is why we see many examples of brand story adaptation for a new generation. A strong example of this is Old Spice. Long associated with the 40-60 market, it was the fragrance for the mature 'man's man' – until the 2010 Superbowl campaign changed it all. 'The Man your Man Could Smell Like' transformed the image of the brand using humour alongside the sex appeal of a suave younger model – and as a result, achieved 40 million views on YouTube and a 107% increase in body wash sales. They realised they had to widen their demographic to remain a success – and the reimaging of their brand ideals made sure the intended audience believed in the tale.
They say imitation is the sincerest form of flattery – which is why it's only a compliment that so many brands choose to reimagine their story by paying homage to another. Right now, consumers everywhere are never too far from an example of this, as brand after brand capitalises on the Game of Thrones phenomenon by creating campaigns inspired by the hit series. Oreo remade the iconic title sequence in cookies… Mountain Dew enlisted sports stars and musicians alike to recreate the distinctive theme tune acapella… Adidas developed six pairs of limited edition Ultra Boost sneakers based on the royal houses… the list goes on. By incorporating source material with such a huge fanbase, these brands widen their own audience – gaining real traction and exposure. Musically, covering is also a key method of recreation as artists put their own interpretation on an existing song. Just like brands gain exposure through homages, many new bands and singers have also made it big by starting their career in covers – and on some occasions, the new version eclipses the original to become the definitive version.
While recreation and repositioning involve changing a story in some way, often, it's possible to tell the same story completely differently by putting in a new platform. Looking back to 1978, Kate Bush did this in her classic ethereal style by retelling Emily's Bronte's novel Wuthering Heights in song, bringing the tragic tale of Heathcliff and Kathy to a whole new audience. And more recently, an even bigger female icon continued this practice. Beyonce's 'Homecoming' takes viewers behind the scenes of her landmark 2018 Coachella performance, making the show more than a musical moment, but a cinematic celebration able to be seen by millions – not just those lucky wristband holders. In moving from music to film, she's continued to reimagine brand Beyonce – creating an even bigger buzz around the performance a year after the applause died down.
'Homecoming' is a high profile example of repurposing a story in a new platform – but brands don't have to be an icon with the star power of Beyonce to benefit from a little re-imagination. In translating a visual identity to audio, companies can forge the most emotive, memorable connection with their consumer – especially with an exclusively composed track that translates the business' distinct personality traits to music. When expertise is extolled through a sweeping string… down-to-earth friendliness manifests itself in a warm acoustic guitar… or modernity and innovation come in the form of a pulsing synth, listeners gain an understanding of the brand in a way they can really feel. Together, these distinct parts add up to a complete composition that deftly showcases the multifaceted nature of the company – strengthening identity in a valuable way.
No matter how you tell your story, there's always a way it can be reimagined. Yet if you're really looking to breathe vibrancy, memorability and emotion into a brand message, there's no more powerful way to do this than with exclusive music. | [
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You can roll such money to a SEP-IRA, but not to a SIMPLE-IRA. The latter may accept rollover money only from another SIMPLE. Also, if you use a SEP-IRA, then any 403b or 401k money transferred to the SEP can no longer be transferred into a new employer's 403b or 401k plan. | [
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Re-Vision
A New Look at the Relationship between Science and Religion
Edited by Clifford Chalmers Cain
Re-Vision addresses four issues that lie at the crux of the relationship between science and religion—the origin of the cosmos and creation in Genesis; evolutionary theory and God's action in the world; genes and human freedom; and whether intelligent design is good science and/or good theology. This book includes commentary on each of these issues from three scientists, a philosopher, and a theologian. The contributors represent a wide variety of worldviews and beliefs, and readers are encouraged to use their thoughts as springboards for personal reactions and conclusions.
978-0-7618-6546-9 • Paperback • March 2015 • $37.99 • (£29.00)
978-0-7618-6547-6 • eBook • March 2015 • $36.00 • (£28.00)
Subjects: Religion / Religion & Science, Philosophy / Religious, Religion / Essays, Religion / Faith, Philosophy / Comparative Philosophy, Philosophy / Critical Thinking, Social Science / Science and Technology
Clifford Chalmers Cain is Harrod-C.S. Lewis Professor of Religious Studies at Westminster College of Missouri. He is interested in contemporary religious thought, the interface between science and religion, and the contributions of world religions to ecology. His recent trilogy in environmental theology—An Ecological Theology, Down to Earth, and Many Heavens, One Earth—is now joined by this seventh book, Re-Vision.
W. Mark Richardson
Clifford Chalmers Cain
Chapter 2: The Big Bang Theory
Laura Stumpe
Chapter 3: Cosmic Origins and Genesis: A Religious Response
Chapter 4: Seeing the Reality of Evolution
Gabe McNett
Chapter 5: Evolution and Divine Providence: A Religious Response
Chapter 6: The Complex Relationship between Nature and Nurture
Jane Kenney-Hunt
Chapter 7: Genetic Determinism and Human Freedom: A Religious Response
Chapter 8: Intelligent Design
Rich Geenen
Chapter 9: Is the Intelligent Designer the Biblical, Traditional God?: A Religious Response
Chapter 10: Conclusions
It is impossible to read this beautifully written and insightful book and not come away believing that science and religion can indeed benefit from a closer relationship with each other, and that the way to achieve that goal is through respectful conversation.
— James R. Curry, professor emeritus of biology, Franklin College
Cain shows himself more than able in this clear exposition of the creative potential in the conversation between science and religion. This volume of collaboration among three scientists, a philosopher, and a theologian will enlighten readers of all ages and abilities in seeking to understand the gifts of both ways of knowing this world in which we live and move and have our being.
— Katharine Jefferts Schori, presiding bishop of the Episcopal Church
In this compilation, Clifford Chalmers Cain argues for conversation and even partnership as a model for the interaction between science and religion. . . . These chapters describe the best and latest that science has to offer in understanding our world.
— Nick Steph, professor emeritus of physics, Franklin College | [
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iModelsHoldings Scam? What do you guys think about imodelsholdings.
Absolutely Not! I approached iModelsHoldings as my sister also did her part time modeling in the same company. She has shared with me on her success story and how her journey in iModelsHoldings has been. I had plenty of time to kill after my A levels while waiting for my university admissions. So I decided to give modeling a try to kill time and to earn some cash. I guess I have underestimated the effort required for modeling. It was not as easy as I thought. I did face few hiccups in the beginning and decided that modeling is not my cup of tea. However after talking to fellow colleagues who do modeling through iModelsHoldings I have gathered some useful tips to do better. The agents in iModelsHoldings had also boost up my confidence level by checking on me frequently and giving me good assignments. As I did more assignments I gained more knowledge and made friends. This has helped me a lot in life and now I am able to juggle between modeling and my university studies. | [
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] |
var OAuth = require('oauth');
var needle = require('needle');
module.exports = {
oauth: null,
format: null,
parameters: {},
//yql-node used to output only xml, now the formatAsJSON chainloader should help.
withOAuth: function (consumer_key, consumer_secret) {
this.oauth = new OAuth.OAuth(
'https://query.yahooapis.com/v1/yql/',
'https://query.yahooapis.com/v1/yql/',
consumer_key, //consumer key
consumer_secret, //consumer secret
'1.0',
null,
'HMAC-SHA1'
);
this.oauth.setClientOptions({ requestTokenHttpMethod: 'POST' });
return this;
},
formatAsJSON: function () {
this.format = 'json';
return this;
},
formatAsXML: function () {
this.format = 'xml';
return this;
},
setQueryParameter: function(parameters) {
this.parameters = Object.assign(this.parameters, parameters);
return this;
},
execute: function (query, callback) {
if (this.oauth != null) {
this.oauth.post('https://query.yahooapis.com/v1/yql',
'',
'',
Object.assign({ q: query, format: this.format || 'xml' }, this.parameters),
callback);
} else {
needle
.post("https://query.yahooapis.com/v1/public/yql",
Object.assign({ q: query, format: this.format || 'xml' }, this.parameters),
{ multipart: false },
function (err, res) {
callback(err, res.body);
});
}
}
}
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Restoration Casa Museo de Rosalía de Castro
Term of execution: 3 MonthsStatus of work: Finished
Desarrolla has finished restoration of the ground floor of the house/museum of Rosalía de Castro, thereby fulfilling its commitment to the Council of Culture, Education, and University Training, co-financed with FEDER funds.
Xesús Vazquez, of the Council for Culture and Education, presided over the inauguration of the renovated exhibition area, and reviewed the renewed installations along with various persons from the worlds of culture and politics. Among those present were the president of the Rosalía Foundation, Anxo Angueira, the general secretaries of Culture and Linguistic Policy Anxo Lorenzo and Valentin Garcia, the Mayor of Padrón, Antonio Fernandez, the Counsellor of Culture Carmen Lois, and other directors of cultural organizations. Annual conventions between the Cultural Council and the Rosalía Foundation were signed during the event.
The Museum was re-opened to the public on Saturday, March 16.
We are awarded the restoration of the Rosalia de Castro House Museum
Castro Elviña | [
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] |
Top: Madewell (on sale and also available in black!) Shorts: old (similar here and here), Shoes: Dolce Vita (also like these), Bag: Haute Gali (old, also like this and this), Necklace: Arm Candyzz, Bracelets: Kendra Scott (here, and here), and Maria Paola Jewelry, Lipstick: Mac "Brick-O-La"
Hello, friends! I hope everyone had a fantastic holiday weekend. Ours was great! Friday was a gorgeous day so we went out on the boat with some friends. On Saturday, a few of us went over to our friends' condo and watched the fireworks from their balcony. They made a super yummy all-American dinner complete with apple pie a-la-mode for dessert. I ate so much this weekend! I think I gained about two pounds. No joke.
I leave you with this comfy and cool summer look that is perfect for the sauna type weather we've been getting here in Miami.
Wishing you a great Monday, and see you back here on Wednesday! | [
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WASHINGTON, April 17 — U.S. space agency NASA said Thursday that its 11-year-old MESSENGER spacecraft will crash into the surface of Mercury, most likely on April 30, after it runs out of fuel.
The "spacecraft will impact the planet at more than 8,750 miles per hour (3.91 kilometers per second) on the side of the planet facing away from Earth," NASA said in a statement. "Due to the expected location, engineers will be unable to view in real time the exact location of impact."
Launched in August 2004, MESSENGER traveled 4.9 billion miles ( 7.9 billion kilometers) on a journey that included 15 trips around the sun and flybys of Earth once, Venus twice and Mercury three times. | [
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] |
package jenkins.util.java;
import static org.junit.Assert.*;
import static org.junit.Assume.*;
import org.junit.Test;
import org.jvnet.hudson.test.For;
@For(JavaUtils.class)
public class JavaUtilsTest {
@Test
public void verifyJava8() {
assumeTrue("Test is for Java 8 only", System.getProperty("java.version").startsWith("1."));
assertFalse("isRunningWithPostJava8() should return false on Java 8 and below", JavaUtils.isRunningWithPostJava8());
}
@Test
public void verifyPostJava8() {
assumeFalse("Test is for Java 9+ only", System.getProperty("java.version").startsWith("1."));
assertTrue("isRunningWithPostJava8() should return true on Java 9 and above", JavaUtils.isRunningWithPostJava8());
}
}
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Republicans Call for Resolution Condemning Hamas for Terrorism Against Israel
House Republicans are looking to pass a resolution condemning the recent terrorist attacks against Israel.
House Republicans are leading an effort to call out Hamas as a terrorist group and to reaffirm support for the people of Israel as violence escalates in the Middle East.
Rep. Carlos Gimenez is introducing a resolution with the support of at least 50 Republicans.
"Israel has every right to defend itself and defend its citizens," Gimenez told Fox News. "I don't know of an instance where there's outright aggression from the state of Israel that was done without provocation."
Jerusalem is the capital of Israel. Rockets being fired into Jerusalem is an act of terrorism.
These abhorrent acts of war by Hamas and the terrorists in Gaza underscore why the United States must remain a reliable partner in protecting Israel's right to self-defense. https://t.co/RptCAwjDqj
— Congressman Carlos A. Gimenez (@RepCarlos) May 10, 2021
In contrast, progressive members of the "Squad" – namely Rep. Alexandria Ocasio-Cortez and Rep. Ilhan Omar – have decided to condemn Israel instead. AOC criticized Biden for his statement in support of Israel and said that he is taking "the side of the occupation."
"Members of the Squad, I believe, are out of touch with America," Rep. Gimenez commented. "They think that they speak for America and they don't."
"I'm trying to make sure that Congress stands up," he added. "You need to be counted. Who do you stand with? Do you stand with the terrorists of Hamas, or do you stand with the state of Israel? That's another reason why we want to put this resolution forward."
Republicans are once again taking a stand against terrorism, while some Democrats are choosing to ignore what's really happening in the Middle East. As Americans, we should all be quick to stand up to terrorism and support the right of our allies to defend their nations against it.
Do you agree? Donate to Americans United for Values and support conservative leadership! | [
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] |
\section{Introduction}
There remain numerous questions surrounding the formation of dust in the universe. Significant challenges are still faced in the determination of dust formation rates, mechanisms and environments. Motivated by seemingly inexplicably large masses of dust observed at high redshifts \citep{Omont2001,Bertoldi2003,Watson2015,Laporte2017}, there is a widespread
desire to understand the nature of the primary sources of dust in the universe.
Core-collapse supernovae (CCSNe) are known to produce dust in their ageing ejecta. Theoretical models predict that CCSNe are capable of producing $>0.1$M$_{\odot}$ of ejecta-condensed dust \citep{Todini2001,Nozawa2003,Gall2011,Sarangi2015}. To date, however, dust masses in the majority of these objects have been inferred via fits to their near-infrared (NIR) and mid-infrared (MIR) spectral energy distributions (SEDs), which trace only warm dust. Warm dust masses up to $\sim10^{-3}$~M$_{\odot}$ have been detected at late times ($>1$~yr) in several CCSNe \citep{Sugerman2006,Meikle2007,Andrews2010,Fabbri2011,Gall2011,Gomez2013,Gall2014}. However, a few objects have also been observed in the far-IR, allowing their full SEDs to be fitted and therefore tracing the presence of cold dust as well as warm and hot dust. Using this technique, dust masses $\gtrsim0.1$\,M$_{\odot}$ have been estimated to have formed in SN~1987A, Cassiopeia~A and the Crab Nebula \citep{Gomez2012, Indebetouw2014,Matsuura2015,deLooze2017,Owen2015}. More recently, it has been suggested that a significant mass of dust (0.08~--~0.9~M$_{\odot}$) has also formed in the Galactic supernova remnant G54.1+0.3 \citep{Temim2017,Rho2017} as well as very large masses of dust ($>1$\,M$_{\odot}$) in a number of other Galactic supernova remnants (Chawner et al. in prep.). An average net dust production rate of 0.1~--~1.0~M$_{\odot}$ per CCSN is required to account for the dust masses observed in the early universe \citep{Morgan2003,Dwek2007}.
The dust budget problem would therefore be resolved if
these few objects were, in fact, representative of the wider CCSN population and the dust was able to survive the passage of the reverse shock \citep{Bianchi2007,Bocchio2016}. A larger sample of CCSN dust mass estimates is therefore required.
Following the end of the \textit{Herschel} mission in 2013, there will be a long wait for instruments that are capable of detecting cold dust emission at far-IR wavelengths and so an alternative approach is needed. The {\sc damocles} Monte Carlo line radiative transfer code predicts dust masses in the ejecta of CCSNe by modelling the red-blue asymmetry frequently observed in their optical and NIR emission lines \citep[hereafter B16]{Bevan2016}. This asymmetry is due to the condensation of dust in the ejecta causing redshifted radiation from the receding regions of the supernova to experience greater extinction than blueshifted radiation emitted from the approaching regions \citep{Lucy1989}. In addition to providing an alternative method for tracing both warm and cold dust in the ejecta, line profile modelling has the added advantage of tracing only newly-condensed dust within the ejecta. Pre-existing circumstellar dust may contribute to the observed flux in the IR but the red and blue components of optical or NIR lines emitted from within the ejecta will be similarly attenuated by the surrounding circumstellar dust, i.e. any dust-induced red-blue asymmetry must be solely a result of internal, ejecta-condensed dust.
The approach also allows other properties of the dust to be determined. Of particular interest is the dust grain size distribution. Regardless of the masses of dust that form in the ejecta of CCSNe, the grains will eventually be subject to a reverse shock that will pass back through the ejecta, potentially destroying these newly-formed grains and significantly diminishing the dust mass that has formed. The size of dust grains that condense within the supernova ejecta determine their likelihood of survival. An understanding of dust grain sizes in CCSNe is therefore critical to determining the relative contribution of CCSNe to dust production in the universe.
B16 applied the {\sc damocles} Monte Carlo code to the H$\alpha$ and [O{\sc i}]\,6300,6363\,\AA\ lines of SN~1987A between 714\,d and 3500\,d post-explosion. A steady increase in the ejecta dust mass over this period was inferred with a predicted current dust mass of 0.8~M$_{\odot}$, consistent with dust mass estimates derived from SED fitting and modelling \citep{Matsuura2011,Indebetouw2014,Matsuura2015,Wesson2015}. The {\sc damocles} code was also applied to the late-time optical line profiles of SN~1980K, SN~1993J and Cas~A by \citet{Bevan2017}. Dust masses of 0.12~-–~0.3\,M$_{\odot}$ at 30~yr, 0.08~–-~0.18\,M$_{\odot}$ at 16~yr and $\sim$1.1\,M$_{\odot}$ at $\sim$330~yr were predicted respectively \citep{Bevan2017}. Clearly, further examples are needed in order to establish whether this apparent trend towards larger ($\gtrsim0.1$~M$_{\odot}$) dust masses is an accurate representation of dust formation in CCSNe more generally.
In working towards the overall goal of understanding the masses and properties of dust in the ejecta of CCSNe, I have explored the implementation of a Bayesian methodology for line profile fitting. The fundamental power of Bayesian statistics in providing a framework to understand the probability of a model when the the data is known has been increasingly exploited in astronomy over the last twenty years \citep[e.g.][]{Strolger2004, Venn2004,Ilbert2006, Feroz2009, Arzoumanian2016}. In particular, Markov Chain Monte Carlo (MCMC) methods have provided efficient, robust and rigorous procedures with which to explore highly multi-dimensional parameter spaces and quantify posterior probability distributions. Increasingly available computing power has allowed these methods to be employed in a wide variety of fields with impressive results that yield significantly more insight than can be gained from a single best-fitting set of parameters. \citet{Sharma2017} presents a comprehensive review of MCMC methods for Bayesian data analysis in astronomy.
I have applied an affine invariant ensemble sampler \citep{Goodman2010} to the {\sc damocles} code in order to map the multi-dimensional posterior probability distribution of a range of models and parameter spaces. I initially employed the sampler to model four simulated, or `theoretical', line profiles (generated by {\sc damocles}) that were deemed representative of observed line profiles of CCSNe at late times but for which the `true solution' was known (models A1 - A4).
I also revisited the models by B16 of the H$\alpha$ line and the [O~{\sc i}]\,6300,6363\,\AA\ doublet of SN~1987A at 714\,d. The new approach was applied to a smooth, 5-dimensional model based on their work (model B). A new model (model C) was also explored which treated both emission features simultaneously and used the newly-applied Bayesian methodology to characterise a significantly more complex 10-dimensional parameter space.
The ultimate goal is to assess the validity of this approach with regard to its application to both archival and future datasets, with a view to significantly expanding the current range of dust mass estimates for CCSNe years after outburst.
In Section \ref{the_problem}, the formulation of the problem is presented along with a discussion of how Monte Carlo and observational uncertainties are handled and a brief description of the affine invariant ensemble sampler. The adopted priors, variable parameters and posterior distributions for all models are presented in Section \ref{scn_results}. I discuss the implications of these results in Section \ref{scn_discussion} and compare them to results obtained from previous manual line profile fitting using {\sc damocles}, as well as results obtained from SED fitting. The constraints placed on other parameters such as dust grain size and dust density distribution are also discussed. I emphasise the potential for future application to other objects before summarising and concluding in Section \ref{conclusions}.
{\renewcommand{\arraystretch}{1.5}%
\begin{table*}
\centering
\caption{Values of the parameters adopted to generate four representative simulated line profiles (A1 - A4). In these models, amorphous carbon grains were used with the optical constants of \citet{Zubko1996}. The H$\alpha$ line profile was modelled with an intrinsic smooth radial power-law emissivity distribution ($i \sim r^{-2\beta}$) applied to a homologously expanding shell geometry at day 1000.}
\begin{tabular*}{\linewidth}{L{1cm} C{3.4cm} C{2.2cm} C{2.2cm} C{1.9cm} C{2.2cm} c}
\hline
& &$v_{\rm max}$ & $v_{\rm min}$ & $\beta$ & $\log a$ & $\log M_{\rm dust}$ \\
& &10$^3$\,km\,s$^{-1}$ & 10$^3$\,km\,s$^{-1}$ && $\log \mu$m & $\log\,$M$_{\odot}$
\\ \hline
A1 &``typical" &4.0 & 1.2 & 2.50 & -1.0 & -4.6 \\
A2 & ``double peaked" &4.0 &2.8 &1.0 &-1.0 & -4.6 \\
A3 &``large grains"&4.0 &1.2 &2.0 & 0.18 & -3.9 \\
A4 &``strongly blueshifted" &4.0 &1.2 &2.5 &-1.6 & -3.6 \\
\hline
\end{tabular*}
\label{tb_synthetic_profiles}
\end{table*}
\section{Formulation of the Bayesian approach}
\label{the_problem}
\subsection{\sc damocles}
{\sc damocles} is a Monte Carlo radiative transfer code that models the effects of dust, composed of any combination of species and grain size distributions, on optical and NIR emission lines emitted from the expanding ejecta of a late-time ($>1$\,yr) supernova. For full details of the code and its testing, please see B16. By default, both the emissivity distribution and the dust distribution follow smooth radial power-law distributions although any arbitrary distribution may be specified by providing the appropriate grid. {\sc damocles} will also treat a variety of clumping structures as specified by a clumped dust mass fraction, volume filling factor, clump size and clump power-law distribution. The emissivity distribution may also initially be clumped. The code has a large number of variable parameters ranging from 5 dimensions in the simplest, smooth models to $>20$ in the most complex cases.
\subsection{The Bayesian approach}
The aim is to map the posterior probability distribution based on the observations and our prior understanding of the physical situation. The \textit{posterior} is defined by Bayes' Theorem as
\begin{equation}
\label{bayes_thm}
P(\boldsymbol \theta \,|\,\boldsymbol D) = P(\boldsymbol \theta ) \, \frac{P(\boldsymbol D\,|\,\boldsymbol \theta)}{P( \boldsymbol D)}
\end{equation}
\noindent where $\boldsymbol D$ represents the data that we wish to analyse (in our case, the observed or simulated line profile) and $ \boldsymbol \theta$ represents the parameters of our model. $P(\boldsymbol \theta )$ therefore represents our prior understanding of the probability of the model parameters (\textit{the prior}), $P(\boldsymbol D\,|\,\boldsymbol \theta)$ is the probability of obtaining the data for a given set of model parameters (\textit{the likelihood}) and $P(\textbf{D})$ is the probability of the data for all models (\textit{the evidence}). Since $P(\boldsymbol D)$ is independent of $\boldsymbol \theta$, we will only be interested in the scaled posterior as defined by
\begin{equation}
\label{bayes_thm2}
P(\boldsymbol \theta\,|\,\boldsymbol D) \propto P(\boldsymbol \theta ) \, P(\boldsymbol D\,|\,\boldsymbol \theta)
\end{equation}
The posterior distribution will allow us to understand relationships between the parameters and to visualise which are the most likely regions of parameter space. The aim is not to identify the single `best-fitting' model but to map the variation of likelihood across the entire space. The prior is the probability before looking at any data. It can be driven by theoretical models, previous observations or physical intuition. The likelihood is, practically, a mechanism for forward modelling i.e. simulating the data given a model and its parameters. It is proportional to $\exp({-\chi^2/2})$, where $\chi^2$ is the standard metric typically used to compare data and models in frequentist techniques.
In order to characterise the target posterior distribution, we may draw samples from across the parameter space. A single sample in parameter space is translated to a point in the target posterior distribution via Equation \ref{bayes_thm2}. A likelihood function that describes the relationship between the model and the data must therefore be defined, and a prior probability distribution for each parameter must also be specified based on our current knowledge (e.g. physical constraints). Once defined, the ensemble sampler can be employed with this likelihood function in order to map the complete posterior distribution.
\subsection{Affine Invariant MCMC Ensemble Sampler}
There are numerous MCMC algorithms that work out how to sample points in parameter space efficiently in order to converge on a stable solution as quickly as possible. In this work, I used the Python package `emcee' \citep{emcee}. This package uses an affine invariant ensemble sampler as described by \citet{Goodman2010}, to which publication the reader is referred for full details of the algorithm. I present a summary below.
The ensemble sampler acts on a collection of points (n-dimensional position vectors in parameter space) termed `walkers'. An initial position for each walker is sampled according to a distribution specified by the user. The likelihood $P(\boldsymbol D\,|\,\boldsymbol \theta)$ of the model corresponding to the current set of parameters is calculated. A new point in parameter space is sampled based on the current positions of the other walkers and the likelihood of this new point is also calculated. The ratio of these likelihoods determines whether the position of the walker is updated or not (i.e. the new point is either accepted or rejected).
As such, the walkers `walk' around the entire parameter space exploring the posterior distribution in such a manner that the value of the posterior distribution in a given region of parameter space is characterised by the density of walkers in that region. Faster convergence is attained when the walkers are initialised near regions of high likelihood but they will explore the entire space regardless of their initial positions. The extent of the space to be explored is determined by the bounds of the prior distributions (if applicable).
\begin{figure}
\includegraphics[clip = true, trim = 20 10 80 20,width = \linewidth]{figures/shell_geometry_A1.pdf}
\includegraphics[clip = true, trim = 20 10 80 20,width = \linewidth]{figures/shell_geometry_A2.pdf}
\caption{Schematics illustrating the shell geometries with smooth, radial dust density power-laws used for models A1 and A2. \textit{Above:} Model A1 with $v_{\rm max} = 4000$\,km\,s$^{-1}$, $R_{\rm in}/R_{\rm out} = 0.3$ and $\rho \propto r^{-2.5}$. \textit{Below:} Model A2 with $v_{\rm max} = 4000$\,km\,s$^{-1}$, $R_{\rm in}/R_{\rm out} = 0.7$ and $\rho \propto r^{-1.0}$. The grids are divided into 50 in each axis.}
\label{fig_shells}
\end{figure}
It is, of course, possible simply to grid parameter space, evaluate the likelihood and prior at each point and multiply them to get the posterior. However, whilst this would be exact, it would also be incredibly intensive and likely impossible for $>4$ dimensions. MCMC methods approximate the posterior by exploring the parameter space intelligently and are therefore a popular alternative. {\sc damocles} has between 5 and 20 variable parameters, strong degeneracies between certain of these parameters but no multimodality. MCMC methods are extremely well-suited to this regime and are therefore an ideal choice.
The choice to use this particular MCMC methodology was made for a number of reasons. Affine transformations are those which preserve the relative positions of points, lines and planes, for example reflection, rotation and scaling are all affine transformations. This algorithm is designed to be affine invariant such that the parameter space can be `stretched' in order to sample points from a more isotropic distribution. This ensures that it requires very little tuning in order to obtain good performance and is in contrast to a number of other MCMC algorithms such as Metropolis-Hastings \citep{Allison2014}. This property makes the algorithm particularly useful for models with parameters that range over significantly different scales as here. In addition to this, the ease of use and implementation (via the emcee package) and its speed and efficiency for problems with dimensionality of this order led to the choice of this algorithm over other available options.
\begin{figure*}
\subfloat{\includegraphics[clip = true, trim = 20 200 50 220, width = 0.5\linewidth]{figures/A1_profile_v2.pdf}}
\subfloat{\includegraphics[clip = true, trim = 20 200 50 220, width = 0.5\linewidth]{{figures/A2_profile_v2.pdf}}}
\\
\subfloat{\includegraphics[clip = true, trim = 20 200 50 220, width = 0.5\linewidth]{figures/A3_profile_v2.pdf}}
\subfloat{\includegraphics[clip = true, trim = 20 200 50 220, width = 0.5\linewidth]{figures/A4_profile_v2.pdf}}
\caption{\textit{Blue solid lines:} Four simulated line profiles generated using {\sc damocles} representing different types of dust-affected line profiles corresponding to the parameters listed in Table \ref{tb_synthetic_profiles}. \textit{Yellow dashed lines:} The corresponding intrinsic lines profiles with no dust present and scaled to the same peak flux.}
\label{fig_sim_line_profiles}
\end{figure*}
\subsection{Formulating the likelihood function}
In order to quantify the likelihood of a particular set of model parameters given the observational or simulated data, we must define a function that relates the model to the data. We here base the likelihood function on the typical $\chi^2$ comparison which is defined as
\begin{equation}
\label{eqn_likelihood}
\chi^2 = \sum_{\rm i=1}^{n} \frac{\left( f_{\rm mod,i}-f_{\rm obs,i}\right) ^2}{\sigma_{\rm i}^2}
\end{equation}
\noindent where $f_{\rm mod,i}$ and $f_{\rm obs,i}$ are the model flux and observed flux in frequency bin $i$ respectively. $\sigma_i$ represents the overall uncertainty in frequency bin $i$ and $n$ is the number of frequency bins in the observed line profile.
There are two primary contributions to the uncertainty $\sigma_i$ in each bin: there is an inherent uncertainty on the observational data and there is also uncertainty arising from the statistical nature of the Monte Carlo radiative transfer simulation.
{\renewcommand{\arraystretch}{1.5}%
\begin{table*}
\caption{The adopted prior distributions for the variable parameters in each model: the simulated line profile models A1 - A4, the smooth, 5-dimensional model of the SN~1987A H$\alpha$ line at 714\,d (model B), and the clumped, simultaneous H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ model of SN~1987A at 714\,d (model C). $U(a,b)$ indicates that the variable is distributed uniformly between $a$ and $b$. $v_{\rm max}$ is the maximum velocity, $v_{\rm min}$ is the minimum velocity, $\beta_{\rm smooth}$ is the steepness of the smooth power-law density distribution, $\beta_{\rm clump}$ is the steepness of the power-law clump number density distribution, $M_{\rm d}$ is the dust mass, $f$ is the clump volume filling factor, $a$ is the dust grain radius, and $F_{\rm 6300}/F_{\rm 6363}$ is the flux ratio of the 6300\AA\ and 6363\AA\ components of the [O~{\sc i}]\,6300,\,6363\,\AA\ doublet.}
\label{tb_priors}
\centering
\begin{tabular*}{\linewidth}{l p{2.0cm} C{2.9cm} C{2.9cm} C{2.9cm} C{1.7cm}}
\hline
\multicolumn{2}{l}{Parameter} & Simulated \newline line profiles \newline (A) & SN 1987A \newline H$\alpha$ smooth \newline (B) & SN 1987A \newline H$\alpha$ and [O{\sc i}] clumped \newline simultaneous (C) & Units \\ \hline
\multicolumn{2}{l}{Dust: } &&&& \\
& $v_{\rm max}$ & $U(3.0,8.0)$ & $U(2.0,5.0)$&$U(2.0,6.0)$&10$^3$\,km\,s$^{-1}$\\
& $v_{\rm min}$ & $U(0.5,3.0)$ & $U(0.1,1.1)$&$U(0.1,1.5)$& 10$^3$\,km\,s$^{-1}$\\
& $\beta_{\rm smooth}$ & $U(1.0,3.0)$ & $U(0.2,2.0)$&-&\\
& $\beta_{\rm clump}$ & -&- &$U(0.0,3.5)$ & \\
& $\log\,M_{\rm d}$ & $U(-6.0,-2.0)$ & $U(-7.0,-2.8)$&$U(-6,-3.5)$ &$\log\,M_{\odot}$\\
& $f$ & - &- &$U(0.1,0.7)$& \\
& $\log\,a$ & $U(-2.0,0.7)$ & $U(-3.0,0.7)$ &$U(-2.0,0.7)$ &$\log\,\mu$m\\ \hline
\multicolumn{2}{l}{H$\alpha$:} &&&& \\
& $v_{\rm max}$ & coupled to dust &coupled to dust&coupled to dust&10$^3$\,km\,s$^{-1}$ \\
& $v_{\rm min}$ & coupled to dust &coupled to dust&$U(0.1,1.5)$&10$^3$\,km\,s$^{-1}$ \\
& $\beta$ & coupled to dust &coupled to dust &$U(0.0,2.0)$& \\ \hline
\multicolumn{2}{l}{[O{\sc i}]:} \\
& $v_{\rm max}$ & - &- &coupled to dust &10$^3$\,km\,s$^{-1}$\\
& $v_{\rm min}$ & - &- &coupled to dust &10$^3$\,km\,s$^{-1}$\\
& $\beta$ & - &- &$U(1.5,3.5)$ &\\
& ${F_{\rm 6300}}/{F_{\rm 6364}}$&- &- &$U(2.0,3.3)$ &\\ \hline
\multicolumn{2}{l}{Total number of variable parameters} & 5 & 5 & 10 & \\ \hline
\end{tabular*}
\end{table*}
} \quad
The observational uncertainty in each frequency bin ($\sigma_{\rm obs,i}$) is usually determined when data are reduced and is often included in addition to fluxes in flux-calibrated spectral data files. However, in a number of cases, particularly in cases of older, archival data, accurate uncertainties are not available. In these cases, a region of flat continuum may be selected and the observational uncertainty estimated from the variance of fluxes in that region. A number of different `flat' regions of the spectrum should be sampled and the mean variance calculated. This value may be used as an approximation to $\sigma_{\rm obs}^2$ which is assumed to be constant over the whole line profile. Whilst this is an approximation, over the small wavelength ranges of interest for a single line profile, it is generally reasonable to assume that there is little variation in the uncertainty although care should be taken if there was significant contamination to the profile by, for example, sky lines. Where accurate errors are available, or a full set of raw observations is available such that accurate uncertainties can be calculated, these should be adopted. The observational error should ideally include accurately calculated uncertainties from as many sources of observational uncertainty as possible (instrumental noise, calibration errors etc.) but particular care should be paid when handling continuum subtraction. This can be a significant factor that influences the results of line profile fitting and ideally should be included as a free parameter in any modelling. This is discussed further in Section \ref{sscn_87A_results}.
Each modelled line profile is also inherently uncertain due to the stochastic nature of Monte Carlo simulations. The Monte Carlo uncertainty can be quantified analytically. {\sc damocles} propagates weighted energy packets through a dusty medium. Once it has escaped, the weighted packet is added to the appropriate frequency bin. Each frequency bin therefore receives weighted packets at a rate that is determined by the properties of the model. Statistically, this is described by a compound Poisson distribution (i.e. identically, independently distributed weights arrive at a rate described by a Poisson distribution). In the limit of a large number of packets (as here), the compound Poisson distribution can be approximated by a normal distribution with associated Monte Carlo uncertainty in each frequency bin $\sigma_{\rm mod,i}$ described by
\begin{equation}
\sigma_{\rm mod,i} = f_{\rm obs} \frac{\sqrt{\sum_{\rm j=1}^{n_{\rm i}} w_{\rm ij}^2}} { \sum_{\rm i,j} w_{\rm ij}}
\end{equation}
\noindent where $f_{\rm obs}$ is the total integrated flux of the observed line profile, $n_i$ is the number of packets in bin $i$ and $w_{ij}$ is the weight of the $j^{th}$ packet to arrive in bin $i$. The model flux in the $i^{th}$ frequency bin is given by $f_{\rm mod,i} = f_{\rm obs} \sum_{\rm j=1}^{n_{\rm i}} w_{\rm ij}/ \sum_{\rm i,j} w_{\rm ij}$. The fluxes are therefore scaled such that the total integrated flux of the model profile is equal to that of the observed profile.
Since both the observational and Monte Carlo uncertainties can be assumed to follow normal distributions, the total error in the likelihood function (see Equation \ref{eqn_likelihood}) therefore also follows a normal distribution and is described by
\begin{equation}
\sigma_i^2 = \sigma_{\rm obs,i}^2 + \sigma_{\rm mod,i}^2
\end{equation}
\noindent thus fully defining the likelihood function.
\subsection{Computational implementation}
The Python package `emcee' \citep{emcee} was coupled to the Fortran 95 {\sc damocles} code using the F2PY Fortran-to-Python interface generator \citep{f2py}. Samples in parameter space are generated in Python, passed to {\sc damocles} where the full Monte Carlo radiative transfer calculation is performed, before the model line profile is passed back to Python. The likelihood and prior are calculated and the algorithm progresses accordingly. {\sc damocles} is parallelised using OpenMP \citep{OpenMP} and models were run on an 88-core machine with Intel Xeon CPU E5-4669 2.20GHz processors using half its capacity. The most complex, 10-dimensional model took approximately 2 weeks to converge ($\sim$20,000 steps).
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/run1_corner_units.pdf}
\caption{The full posterior probability distribution for the `typical' simulated line profile (model A1). The known, `true' values used to generate the line profile are marked by the blue cross-hairs and the best-fitting parameter set from the MCMC run is marked with a magenta circle. The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$, and the dashed, black vertical lines represent (left to right) the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles of the 1D marginalised probability distributions. }
\label{fig_run1}
\end{figure*}
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/run2_corner_units.pdf}
\caption{The full posterior probability distribution for the `double peaked' simulated line profile (model A2). The known, `true' values used to generate the line profile are marked by the blue cross-hairs and the best-fitting parameter set from the MCMC run is marked with a magenta circle. The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$, and the dashed, black vertical lines represent (left to right) the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles of the 1D marginalised probability distributions. }
\label{fig_run2}
\end{figure*}
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/run3_corner_units.pdf}
\caption{The full posterior probability distribution for the `large grains' simulated line profile (model A3). The known, `true' values used to generate the line profile are marked by the blue cross-hairs and the best-fitting parameter set from the MCMC run is marked with a magenta circle. The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$, and the dashed, black vertical lines represent (left to right) the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles of the 1D marginalised probability distributions. }
\label{fig_run3}
\end{figure*}
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/run4_corner_units.pdf}
\caption{The full posterior probability distribution for the `strongly blueshifted' simulated line profile (model A4). The known, `true' values used to generate the line profile are marked by the blue cross-hairs and the best-fitting parameter set from the MCMC run is marked with a magenta circle. The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$, and the dashed, black vertical lines represent (left to right) the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles of the 1D marginalised probability distributions. }
\label{fig_run4}
\end{figure*}
\section{Results}
\label{scn_results}
\subsection{MCMC models of simulated line profiles (A)}
\label{sscn_results_theoretical}
I initially considered a number of simulated line profiles for which the true parameters were known. Four simulated line profiles were produced that are similar to the types of asymmetric dust-affected optical and NIR line profiles observed in the spectra of late-time CCSNe with regard to the extent of their asymmetries, their shape and notable features. The parameters used to generate these line profiles are described in Table \ref{tb_synthetic_profiles} with graphical representations of the geometrical structures presented in Figure \ref{fig_shells} and the profiles presented in Figure \ref{fig_sim_line_profiles}. All four profiles exhibit a blueshifted peak flux due to increased absorption by dust of redshifted radiation and an extended red scattering wing caused by repeated dust scattering events. Three of the profiles also display a `shoulder' or second peak at the position of the minimum radial velocity on the red side. This has been previously noted by B16 and occurs in scenarios with steeper dust and gas density distributions as a result of significant absorption in the central regions of the profile.
A monochromatic line at 6563\,\AA\ (H$\alpha$) was modelled in each case assuming a post-explosion date of 1000\,d and a symmetric shell ejecta in homologous expansion ($v \propto r$) with maximum velocity at $R_{\rm out}$ of $v_{\rm max} = 4000$\,km~s$^{-1}$. The models adopted an intrinsic smooth power-law emissivity distribution which was coupled to the square of the density distribution of the dust ($\rho_{\rm d}$) such that for $\rho_{\rm d} \propto r^{-\beta}$ the emissivity distribution followed $i \propto r^{-2\beta}$, as appropriate for recombination lines assuming a constant dust-to-gas mass ratio. Two schematics that illustrate the structure of the shell geometries and the smooth, radial power-law dust density distributions are presented in Figure \ref{fig_shells} using models A1 and A2 as examples.
100\% amorphous carbon grains were used and the optical constants presented by \citet{Zubko1996} were adopted. The physical extent of the ejecta in each model was determined within the code based on the post-explosion time and the specified maximum velocity ($R_{\rm out} = v_{\rm max}t$). The four simulated line profiles that were selected for investigation are presented in Figure \ref{fig_sim_line_profiles} with the parameters used to generate them detailed in Table \ref{tb_synthetic_profiles}.
The ensemble sampler was applied to each of these four simulated profiles. Five variable parameters were investigated in each case, namely: the maximum velocity ($v_{\rm max}$), the minimum velocity ($v_{\rm min}$), the index of the power-law dust density distribution ($\beta$), the grain radius ($a$) and the total dust mass ($M_{\rm d}$). These parameters were selected on the basis of previous models (B16, \citet{Bevan2017}) which suggested that they are the parameters to which a simulated line profile is most sensitive in a spherically symmetric scenario. Whilst dust optical depth and albedo could be substituted for dust mass and grain radius, the latter parameters were chosen in order to allow for more straightforward comparison to other works which present results in these terms. Prior distributions were adopted on all parameters and are described in detail in Table \ref{tb_priors}. Uniform priors were adopted for the maximum and minimum velocities and for the index of the density distribution. Uniform priors were appropriate for these parameters since I sought to assume minimal prior knowledge and the range of feasible values that these parameters could take was easily encompassed within an order of magnitude. This was not the case for the dust mass and the grain radius however, both of which could take values within a range covering more than three orders of magnitude. As a result, these parameters were investigated in log space and uniform priors were adopted for $\log M_{\rm d}$ and $\log a$. The range of the prior for each parameter was either physically motivated (e.g. the minimum velocity of the expanding ejecta cannot be negative) or was based on realistic values given the observed line profile (e.g. there is no flux detected redwards of 8000~km~s$^{-1}$). The adopted priors were the same for each of the four simulated lines.
In each case, 100 walkers were used and the code was run to convergence, which was determined based on the autocorrelation time. In general, several thousand steps were required to approach convergence. In all cases, the runs were allowed to continue for several autocorrelation times past this point. An acceptance fraction in the range $[0.2,0.5]$ was required in all cases and in most cases the acceptance fraction was $\sim 0.3$.
Figures \ref{fig_run1} to \ref{fig_run4} illustrate the results of these models. For each simulated line profile, a two-dimensional contour plot of the posterior probability distribution for each pairing of the variable parameters is presented. The contours on these plots represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$. Additionally, one-dimensional histograms of the probability density distribution for a single parameter (marginalised over the other parameters) are also presented with the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles indicated, encompassing the central two-thirds of the data. The known, `true' values that were used to generate the simulated line profiles are marked on these plots. For the sake of comparison, the single best-fitting model was tracked throughout the sampling process and this is also marked on the plots. As expected, the best-fitting model line profiles were virtually identical to the simulated line profiles input into the simulation at the start and so are not presented here.
In most instances, the parameters can be tightly constrained. However, there are certain parameters which exhibit a broad posterior probability distribution indicating that the line profile is largely insensitive to variations in this parameter. Dependencies and correlations between the parameters can be observed for some of the parameters, for example the maximum velocity and the density profile (see Fig. \ref{fig_run3}) or the grain radius and the dust mass (see Fig. \ref{fig_run1}). For the majority of cases, the true values lie very close to or inside the most likely ($1\sigma$) regions of the contour plots. Where there are exceptions to this, these can be understood as an insensitivity to a specific parameter on which another parameter is dependent. In particular, where the dust grain radius cannot be determined from the line profile, the dust mass is likely also to be ill-constrained. I discuss the reasons for, and implications of, these results in more detail in Section \ref{scn_discussion}.
\subsection{MCMC model of SN 1987A}
\label{sscn_87A_results}
SN~1987A is an extremely well-studied, nearby CCSN that remains critical to our understanding of the formation and evolution of dust in CCSNe. Spectra of SN~1987A have been taken regularly since its outburst on 23 February 1987 and it is an ideal candidate for line profile modelling with asymmetric optical line profiles exhibited from $\sim$650\,d \citep{Lucy1989}.
\begin{figure}
\includegraphics[clip = true, trim = 60 190 70 205, width = \linewidth]{figures/SN1987A_HaOI_d714_spectrum.pdf}
\caption{A region of the optical spectrum of SN 1987A at 714\,d post-explosion encompassing the H$\alpha$ line and the [O~{\sc i}]\,6300,\,6363\,\AA\ doublet obtained with the CTIO-1.5m telescope in 1989. The spectrum is centered on zero-velocity at $\lambda = 6563$\,\AA. }
\label{fig_87A_spectrum}
\end{figure}
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/87A_Halpha_smooth.pdf}
\caption{The full posterior probabilty distribution for the smooth, 5-dimensional model of the SN~1987A H$\alpha$ line at 714\,d as described in Section \ref{sscn_87A_results} (model B). The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The estimated best-fit values from the manual fitting of B16 are marked by the orange cross-hairs. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$ and the dashed, black vertical lines represent the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles for the 1D marginalised probability distributions. }
\label{fig_87a_smooth}
\end{figure*}
I applied the ensemble sampler to the H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ lines of SN~1987A at 714\,d post-outburst. A region of the optical spectrum that was obtained with the CTIO-1.5m telescope on 6$^{\rm th}$ February 1989 and includes these lines is presented in Figure \ref{fig_87A_spectrum} \citep{Phillips1990}. The spectrum is available on the CTIO archives. This epoch was selected to revisit due to the high signal-to-noise ratio of the spectrum and the distinct separation of the two features, which is not as clear at later epochs. Additionally, the relative lack of contamination of these broad lines by narrow nebular emission makes this epoch particularly attractive.
Both the H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ lines have been previously investigated by B16 using {\sc damocles}, who used a systematic, manual approach to determine a best-fitting set of parameters for both clumped and smooth dust density distributions. I sought to compare the best-fitting parameters that they inferred with the results generated by the automated ensemble sampler. Additionally, I was interested to understand whether a more sophisticated model that investigates a significantly higher-dimensional variable parameter space could be explored by employing the ensemble sampler. A grid-based or manual approach would not be feasible for higher-dimensional models and this was a primary consideration in the implementation of a MCMC procedure. I have therefore investigated two models for SN 1987A at 714\,d post-outburst.
\begin{figure*}
\includegraphics[clip = true, trim = 0 0 0 0, width = \linewidth]{figures/87A_multiline.pdf}
\caption{The full posterior probabilty distribution for the clumped, 10-dimensional model of the H$\alpha$ line and [O~{\sc i}]\,6300,\,6363\,\AA\ doublet of SN~1987A at 714\,d as described in Section \ref{sscn_87A_results} (model C). The adopted priors for this model are presented in Table \ref{tb_synthetic_profiles}. The contours of the 2D distributions represent $0.5\sigma$, $1.0 \sigma$, $1.5 \sigma$ and $2.0 \sigma$ and the dashed, black vertical lines represent the 16$^{\rm th}$, 50$^{\rm th}$ and 84$^{\rm th}$ quantiles for the 1D marginalised probability distributions. The best-fitting parameter set from the MCMC run is marked with a magenta circle.}
\label{fig_87a_10D}
\end{figure*}
The first is a 5-dimensional, smooth model that allows for direct comparison with previous results. The H$\alpha$ line is modelled with a spherically-symmetric, smooth shell distribution. The power-law emissivity distribution is coupled to the dust density distribution as described in Section \ref{sscn_results_theoretical} and the same dust properties were used (i.e. 100\% amorphous carbon dust with optical constants from \citet{Zubko1996}). This scenario is the same as that adopted by B16 for their smooth model of the H$\alpha$ line at 714\,d. A five-dimensional parameter space is explored. Uniform priors were adopted for the maximum velocity ($v_{\rm max}$), the minimum velocity ($v_{\rm min}$) and the index of the power-law dust density distribution ($\beta$), and log-uniform priors were adopted for the grain radius ($a$) and the total dust mass ($M_{\rm d}$). Full details of the priors can be found in Table \ref{tb_priors}. The range of the priors was kept as wide as possible in an effort to identify any additional maxima in the posterior distribution and therefore to obtain all possible solutions. In all cases, the best-fitting parameter set identified by B16 lies within the prior range adopted here.
The modelled profiles were convolved to the resolution of the spectrum (16\,\AA) before the likelihood was calculate and the region between 440~km~s$^{-1}$ and 1400~km~s$^{-1}$ was excluded from this calculation since it is contaminated by the unresolved, narrow, nebular [N~{\sc ii}]\,6583\AA\ emission. The high signal-to-noise ratio of the spectrum resulted in a negligible observational error as determined by assessing the variance in a flat region of the spectrum. The height of the continuum is a potentially important factor in determining a number of the model properties. However, a preliminary investigation that included the continuum height as a free parameter revealed an insensitivity to the continuum height and so it was fixed at $2.1 \times 10^{-14}$~erg~cm$^{-2}$~s$^{-1}$~$\AA^{-1}$.
The results of this model are presented in Figure \ref{fig_87a_smooth} with the best-fitting parameters as identified by B16 marked on the probability distributions for comparison. In all cases, the previous results lie within $1\sigma$ of the marginalised 1D probability distribution and within the 1.5$\sigma$ contour of the 2D joint-probability distributions. This suggests good agreement between the two approaches but, as can be seen, significantly more information is yielded from the full investigation. For example, the results indicate that the steepness of the density distribution does not significantly affect the likelihood. They also highlight the relative insensitivity of the dust mass to all parameters except the grain radius. The predictably strong correlation between grain size and dust mass, as noted by B16, is clear. However, whilst the grain radius has a fairly well-constrained minimum at around 0.05\,$\mu$m, it is not tightly constrained at larger grain sizes and, as such, constraining the dust mass is difficult without further information.
The second model for SN~1987A treats both the H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ lines simultaneously for the first time. A spherically-symmetric shell-based geometry is once again adopted but, in this more complex scenario, the dust is located entirely in clumps that are stochastically distributed throughout the shell according to a power-law distribution. The clumps all have equal volume equivalent to a single, cubical grid cell in the simulation of width $R_{\rm out}/25$, roughly consistent with what might be expected from Rayleigh-Taylor instabilities in the ejecta. The total volume of the ejecta occupied by dust clumps is described by the filling factor which is varied between 0.1 and 0.7. All species (dust, H$\alpha$ and [O~{\sc i}]) extend to the same maximum velocity, but the minimum velocities for H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ are separate, variable parameters. The minimum dust velocity is coupled to that of [O~{\sc i}] since it seems likely that most dust formation is occurring in regions of high metallicity where the constituent ingredients of dust grains are available to condense. All three species follow separate power-law density distributions (with the emissivity following the square of the density as described in Section \ref{sscn_results_theoretical}). Finally, the flux ratio between the 6300\AA\ and 6363\AA\ components of the [O~{\sc i}] doublet is also left as a free parameter. Intrinsically, the flux ratio is fixed. However, whilst it is assumed that the gas is optically thin, it is possible that there remain some gas optical depth effects that could influence this ratio and it is therefore included for clarity. This yields a total of 10 variable parameters which are summarised, along with the adopted priors for each parameter, in Table \ref{tb_priors}.
The ranges of the adopted priors were motivated by the previous results of B16 and the results from the previous smooth 5D model. For certain parameters (the dust mass and grain radius), the range was restricted slightly relative to the 5D simulation, without significant loss of information, in order to speed up the calculation. Physical factors also dictated the adopted ranges, e.g. the flux ratio $F_{\rm 6300}/F_{\rm 6363}$, which was capped at 3.3 since the theoretical value for an optically thin medium is 3.1 \citep{Storey2000}, and the filling factor $f$, which must clearly be in the range $[0,1]$. The likelihood was calculated as per Equation \ref{eqn_likelihood} but, for these purposes, the [O~{\sc i}]\,6300,\,6363\,\AA\ was scaled to the same peak flux as the H$\alpha$ line in order to ensure that both features were weighted equally. This aside, the adopted procedure for this model was identical to that of model B.
The results of this 10D simulation are presented in Figure \ref{fig_87a_10D}. A significant quantity of information is contained in this figure but it is of particular interest to note that the majority of parameters have been constrained and follow a distribution with a single peak. The probability distribution peaks at an extreme of the range in the cases of the flux ratio $F_{\rm 6300}/F_{\rm 6363}$, the filling factor $f$ and the clump number density distribution which is specified by $\beta_{\rm clump}$. The line profile is not highly sensitive to the density distribution of any species but the minimum and maximum velocities can be restricted to a relatively narrow range, regardless of the values of the other parameters. Of most interest however, is the strongly-peaked marginalised 1D probability distribution for the grain radius suggesting a large grain radius of the order of $\sim0.2\,\mu$m. This has allowed the dust mass to be similarly constrained with the marginalised probability distribution yielding a $1\sigma$ range spanning only one order of magnitude. The best-fitting parameter set is marked in Figure \ref{fig_87a_10D} for comparison and the corresponding line profile is presented in Figure \ref{fig_10D_bestfit} for the purposes of illustrating the goodness-of-fit.
I discuss these results further in the context of dust formation in SN~1987A and other CCSNe in Section \ref{scn_discussion}.
\section{Discussion}
\label{scn_discussion}
\subsection{Theoretical models}
\label{sscn_theoretical_discussion}
Of primary interest in investigating this approach to modelling asymmetric line profiles is whether the Bayesian methodology offers additional insight or rigour in comparison to manual or grid-based frequentist fitting.
\begin{figure}
\includegraphics[clip = true, trim = 40 0 60 20, width = \linewidth]{figures/10D_bestfit.pdf}
\caption{\textit{Blue:} The CTIO spectrum of SN~1987A at 714\,d encompassing the H$\alpha$ line and [O~{\sc i}]\,6300,\,6363\,\AA\ doublet. \textit{Red}: The best-fitting model from the 10-dimensional MCMC run (model C). Vertical, dashed, black lines indicate (left to right) zero-velocity for $\lambda = 6300$\,\AA, 6363\,\AA\ and 6563\,\AA. }
\label{fig_10D_bestfit}
\end{figure}
\begin{figure}
\includegraphics[clip = true, trim = 20 0 40 20, width = \linewidth]{figures/grain_size_vs_Qabs.pdf}
\caption{The relationship between the quantity $a/Q_{\rm abs}$ and $a$ at fixed $\lambda = 6563$\,\AA\ as calculated for amorphous carbon using Mie theory, where $a$ is the grain radius and $Q_{\rm abs}$ is the absorption efficiency. $a/Q_{\rm abs}$ is proportional to the dust mass for fixed optical depth, dust density and ejecta size. This relationship is therefore an approximation to the more complex dependency between $a$ and $M_{\rm d}$ seen in the posterior distributions in Figures \ref{fig_run1} to \ref{fig_run4}.}
\label{fig_a_vs_q}
\end{figure}
The approach was initially tested against four simulated example line profiles that had been generated using {\sc damocles} and that exhibited different shapes and features (models A1~--~A4, see Figure \ref{fig_sim_line_profiles}). The posterior probability distribution for each of these models is presented in Figures \ref{fig_run1} to \ref{fig_run4} with the true parameters used to generate the profiles and the best-fitting parameter set from the chain indicated on the plots. A good test that the Bayesian calculation is being performed correctly is that the best-fitting model from the MCMC chain is, in nearly all cases, in broad agreement with the true values. The resulting posterior successfully characterises the likelihood of a given parameter over a range of values and exhibits a single-peaked marginalised 1D probability distribution for most parameters, as well as revealing dependencies and correlations between parameters. The known, true values generally lie within the $1\sigma$ contour as would be expected. Below, I discuss a number of interesting results from the simulated line profile modelling.
\subsubsection{Maximum velocity, $v_{\rm max}$}
The maximum velocity of an emitting species is generally inferred from a line profile as the velocity at which the flux on the blue side of the profile goes to zero. In the case of models A2 and A4, this approach would yield a reasonable estimate of the maximum velocity in agreement with the posterior distribution, which tightly constrains the value of the maximum velocity in both cases. However, models A1 and A3 (see Figure \ref{fig_run1} and \ref{fig_run3}) illustrate that it is not necessarily straightforward to determine the maximum velocity by eye. The transition between the blue wing of the emission line and the continuum (at zero flux in this theoretical scenario) is smooth for this steep emissivity distribution which makes it difficult to determine the exact velocity at which the transition occurs. This issue is exacerbated for real observations where noise further obscures the inflection point.
The full Bayesian calculation illuminates the relative likelihoods of different maximum velocities, considered both in isolation from the other parameters (via the 1D marginalised posterior) and jointly with the other parameters. It highlights, for example, the postive correlation between the maximum velocity and the emissivity distribution ($i \propto r^{-2\beta}$). Similarly, for model A1 (Figure \ref{fig_run1}), the relationship between grain radius and the maximum velocity is clear. This can be interpreted as due to the fact that, for amorphous carbon grains, the single-scattering albedo is a monotonically increasing function of grain radius for fixed $\lambda = 6563$\AA. This results in a red scattering wing extending to higher velocities than those observed on the blue side. This feature of the line profile could be approximated, for small grains, by adopting larger maximum velocities. This relationship is clearly revealed by the Bayesian calculation whilst the results still prefer the correct grain radius of $\sim 0.1\mu$m and maximum velocity of approximately $\sim3250 - 3750$\,km~s$^{-1}$.
Determining the maximum velocity accurately is particularly important since it determines the size of the ejecta and therefore has a significant effect on the overall dust optical depth to which radiation is exposed for a given dust mass.
The co-dependence of the maximum velocity with several of the other parameters is handled rigorously by the ensemble sampler and can be easily quantified and communicated via the posterior distribution.
\subsubsection{Minimum velocity, $v_{\rm min}$}
The range of viable values for the minimum velocity can be very narrowly constrained in all optically thin cases (i.e. A1~--~A3). It is only when the dust becomes significantly optically thick that the minimum velocity becomes harder to determine. In practice, it is normally the case that the blue-shifted peak flux is coincident with the minimum velocity of the emitting ion. In this case, an asymmetry is observed as a result of absorption in the central regions causing an intrinsically flat-topped, boxy profile (as is produced by an expanding shell) to peak sharply at the blue `corner' of the flat top. A secondary peak coincident with minimum velocity on the red side is also a possibility \citep[B16,][]{Bevan2017}. These peaks are important for determining the minimum velocity. Where dust optical depths are high enough that the peak flux shifts beyond the minimum velocity (see simulated profile A4, lower right panel of Figure \ref{fig_sim_line_profiles}), there is less information available in the profile to constrain the minimum velocity. The results for A4 (Figure \ref{fig_run4}) suggest that the minimum velocity cannot exceed $\sim$2000\,km\,s$^{-1}$, presumably because the profile would become too wide, but yield similar likelihoods for all $v_{\rm min}<2000$\,km\,s$^{-1}$ with a broad peak centered around $\sim 1600$~km~s$^{-1}$.
\subsubsection{Density distribution index, $\beta$}
The steepness of the density distribution (and hence also the emissivity distribution) is not tightly bound for any of the simulated lines. However, this is most noticeable in run A2, where there is only a little variation in the likelihood of $\beta$ across the full range explored. The width of an intrinsic flat-top profile at its peak is determined by the minimum velocity but the shape of the wings is determined (for homologous expansion) by the steepness of the power-law emissivity distribution. Where this is steeper, the profile appears more concave in its wings. In A3, only a small fraction of the profile is in the wings, with the majority of the width of the profile arising from the intrinsically flat-topped region. As a result, there is limited information in the profile to allow $\beta$ to be determined. However, the other parameters can still be reasonably estimated by marginalising over $\beta$ since they are not strongly dependent on it.
This is a good illustration of the fact that, under certain conditions, observed line profiles will not contain sufficient information to determine some of parameters of interest. Even in this case, however, it may be possible to constrain the other parameters by marginalising over these less sensitive parameters. The full posterior distribution clarifies the sensitivity of the line profile to the variable parameters.
\subsubsection{Grain radius, $a$, and dust mass, $M_{\rm d}$}
The strong correlation between grain radius and dust mass is recovered by the Bayesian approach. The absorption and scattering efficiencies of dust grains of any species depend strongly on the grain radius, as does the cross-sectional area available for interaction. As a result, there is a strong relationship between the opacity and the grain radius, and hence also the required dust mass and the grain radius.
By making a number of assumptions, the relationship between dust mass and grain radius can be determined analytically for a simplified version of the scenarios modelled in A1~--~A4. bf We can then compare the 2D marginalised likelihood distributions for dust mass and grain radius to this analytic relationship as a test of the Bayesian approach.
We consider the dust number density to be independent of radius ( which is not the case for models A1~--~A4). The dust optical depth at a given wavelength is then $\tau_{\rm d} = Q_{\rm ext} \pi a^2 n_{\rm d} R$, where $Q_{\rm ext}$ is the extinction efficiency, $n_{\rm d}$ is the dust number density and $R$ is the distance to be traversed by the photon.
We also have the total dust mass described by $M_{\rm d} = Vn_{\rm d} \frac{4\pi a^3}{3}\rho_{\rm g}$, where $V$ is the volume of the ejecta, $\rho_{\rm g}$ is the mass density of a dust grain and other parameters are as previously defined.
We require a specific dust optical depth in order to reproduce a line profile. If we additionally assume that the physical extent of the ejecta is fixed and that the dust is entirely absorbing (such that $Q_{\rm ext} = Q_{\rm abs}$, the absorption efficiency), then we can conclude that $M_{\rm d} \propto a/Q_{\rm abs}$.
At $\lambda = 6563$\AA, H$\alpha$, we can determine the exact correlation between grain radius $a$ and $a/Q_{\rm abs}$ using Mie theory. The resulting relationship for amorphous carbon grains (presented in Figure \ref{fig_a_vs_q}) is echoed in the joint 2D posterior distribution of $\log a$ and $\log M_{\rm d}$ in all theoretical runs as expected (A1\,--\,A4; see Figures \ref{fig_run1} to \ref{fig_run4}).
However, the 2D likelihood distributions marginalise over the other parameters and therefore deviate from the analytic relationship derived above. Deviations from this relationship are due to, for example, the polychromatic nature of the transported packets, a dust number density that is non-constant with radius, a significant scattering component to the extinction etc. Silicate grains would be expected to follow a different, more complicated relationship.
The dependency between grain radius and dust mass has significant implications for determining the ejecta-condensed dust mass via line profile fitting and has been discussed in detail by B16 and \citet{Bevan2017}. By quantifying the posterior distribution, the exact relationship between these two parameters can be understood by marginalising over the other parameters of interest. If further information can be obtained that would allow the grain radius to be constrained, then the joint probability distribution described by the posterior dictates the required dust mass for a given model. This grain radius could be estimated from dust emission features or from other techniques such as SED fitting. The approach used here could also be expanded to include multiple optical or NIR emission lines at a given epoch in order to exploit the wavelength dependence of dust extinction and hence constrain the dust grain radius simultaneously with the other parameters (see Section \ref{sscn_87A_discussion}).
One further implication of the dependency of dust mass on grain radius is that, unless the grain radius can be constrained reasonably tightly, the 1D marginalised dust mass probability distribution will tend towards a specific peak. This is because there is a wide range of dust grain radii that all yield similar values of $a/Q_{\rm abs}$. Since the marginalised probability distribution is integrated over the whole prior range of all other parameters, a narrow band of dust masses will naturally be preferred. Care should be taken to ensure that the grain radius has been accurately constrained before inferring the dust mass from the posterior.
It is worth noting that, whilst emphasis is often placed on determining the mass of dust that has formed in the ejecta of CCSNe, and this is therefore naively the most interesting parameter, determining the dust grain radius is critically important in its own right. In order to determine how much dust CCSNe can eject into the ISM, we must not only understand how much is formed in the ejecta but also how much is destroyed by shocks, and in particular by the reverse shock that will inevitably pass back through the newly-formed dust \citep{Temim2015,Bocchio2016,Dwek2016}. The rate of destruction of dust grains by sputtering in shocks is independent of the size of the grain and, as such, the initial size of the dust grain is critical to understanding whether or not it will survive into the ISM or will eventually be destroyed \citep{Barlow1978}.
\subsection{Application to SN 1987A at 714\,d}
\label{sscn_87A_discussion}
The need to isolate the grain radius motivated the production of two different models of SN~1987A, one significantly more complex that the other. The initial smooth model in five dimensions (model B) couples the H$\alpha$ emissivity distribution with the dust density distribution and is analogous to the models of H$\alpha$ produced by B16. Their results are indicated on the posterior distribution which is presented in Figure \ref{fig_87a_smooth}. They are generally in good agreement with the results produced by the ensemble sampler. However, additional insight is gained into the range of viable values for the maximum and minimum velocities, with the most likely regions of parameter space leaning towards a slightly lower maximum velocity at 3000\,km\,s$^{-1}$ (compared to the B16 estimate of $\sim$3250\,km\,s$^{-1}$ ) and a slightly higher minimum velocity at $\sim$900\,km\,s$^{-1}$ (compared to the B16 estimate of 813\,km\,s$^{-1}$). The steepness of the emissivity distribution is not tightly established but does not affect the ability of the sampler to constrain the other parameters.
Of most interest, however, is the estimation of the dust grain radius and the dust mass. As previously discussed, there is a strong correlation between these parameters. Since there is a wide range of small dust grain radii that result in similar dust mass estimates, there is a peak in the marginalised dust mass probability distribution that suggests a dust mass of $\sim$10$^{-6}$\,M$_{\odot}$. We can infer that this is likely the case if only small dust grains are present in the ejecta. However, the dust grain radius is not tightly constrained by the smooth fitting, with a wide range of values $>$0.15\,$\mu$m yielding similar probabilities.
Model C is significantly more detailed and includes additional variable parameters resulting in a 10-dimensional parameter space. All of the dust is located in clumps. This is a more realistic dust distribution than a smooth radial power-law; dust has been observed to be located in clumpy or filamentary structures in a variety of different CCSNe and remnants \citep{Barlow2010,Gomez2012,Temim2012}. In addition to a higher-dimensional parameter space, the more complex model also treats both the H$\alpha$ line and the [O~{\sc i}]\,6300,\,6363\,\AA\ doublet simultaneously. By providing the sampler with more data, and in particular two lines separated in wavelength space, the grain radius can be reasonably constrained. The median grain radius is $\sim 0.2\,\mu$m, with a maximum at $1\sigma$ of $\sim 1\,\mu$m. This yields a dust mass that is constrained to within one order of magnitude, with a median dust mass of $\sim 4.5 \times 10^{-5}$\,M$_{\odot}$ and a maximum dust mass at $1\sigma$ of $\sim 1.5 \times 10^{-4}$\,M$_{\odot}$. These estimates are very similar to the separate H$\alpha$ ($5.5 \times 10^{-5}$\,M$_{\odot}$) and [O~{\sc i}]\,6300,\,6363\,\AA\ ($2.0 \times 10^{-4}$\,M$_{\odot}$) estimates by B16 for a grain radius of $0.6\mu$m. However, they are somewhat lower than the dust mass estimates inferred from radiative transfer models of the SED of SN~1987A presented by \citet{Wesson2015} for this epoch, who deduce a dust mass of $1.0 \times 10^{-3}$\,M$_{\odot}$ at 615\,d post-outburst. This discrepancy may be a result of their adoption of an MRN dust grain radius distribution ($n(a) \propto a^{-3.5}$ for $0.005<a<0.25$, \citet{Mathis1977}) or the assumption here of a single grain size.
This more complex model, which is clearly still a simplification of a highly complicated reality, yields considerable insight into the relative likelihoods of the velocity distributions of the different species and the mass and grain radius of the dust in the ejecta. Additionally, however, we also gain insight into other properties of the geometry of the nebula at this epoch. The results suggest that the clumps are all likely concentrated towards the central regions (high $\beta_{\rm clump}$) and occupy only a small fraction of the total volume of the ejecta (low $f$). Similarly, they indicate that the [O~{\sc i}] is also concentrated towards the central regions (median $\beta_{\rm [OI]}$ of 2.59) with the hydrogen more diffusely distributed (median $\beta_{{\rm H}\alpha}$ of 1.18). This suggests a geometry that would be consistent with observations of SN~1987A obtained by \citet{Abellan2017} using the Atacama Large Millimeter Array (ALMA). These spatially-resolved observations of IR lines of CO and SiO reveal that both species are concentrated in the inner ejecta and occupy a clumpy distribution, suggesting that the heavier elements, and in particular oxygen, are likely located in these central regions.
The results would also be consistent with the structures and geometries predicted by hydrodynamic explosion models of CCSNe \citep{Hammer2010,Wongwathanarat2015}. These models predict that, at very early times, only a few seconds after the explosion, the heavier elements are mostly located within the central regions of the ejecta with small clumps of fast-moving material escaping at higher velocities. A more expansive, more diffuse hydrogen envelope is also present. Once homologous expansion has set in, the geometry will remain self-similar for many hundreds of years, assuming that there is no encounter with significantly dense circumstellar material, and so it may not be unreasonable to compare these results.
\subsubsection*{}
Supernovae and supernova remnants are highly complex objects. I have not included in my models different dust species, nor dust grain size distributions, and I have also restricted my investigations to geometries that are, with the exception of a stochastically generated dust clump distribution in one case, spherically symmetric. These are important factors that should be explored in future work. Similarly, I have explored only a few particular models. The results of these analyses do not make comment on the validity of the model itself, rather on the relative likelihoods of the parameters given that particular model. Care should be taken in the future to assess the applicability of a given model and whether dust formation represents the most likely explanation for the observed properties of a given line profile. This had already been established from previous work in this case (B16). The application of a Bayesian procedure may prove useful in this regard also since it lends itself well to quantified model comparison. However, the above results illustrate the overall power of this methodology to constrain parameters, identify the parameters to which the line profile is sensitive and characterise dependencies between the parameters. Most importantly, I am able to investigate and analyse highly complex models for which manual parameter estimation would be extremely difficult.
\section{Conclusions}
\label{conclusions}
I have applied an affine invariant ensemble sampler to the Monte Carlo radiative transfer code {\sc damocles} in order to explore the variable parameter space in a rigorous fashion and apply a Bayesian methodology to the inference of conclusions from the data. I have utilised the algorithm presented by \citet{Goodman2010} and implemented by \cite{emcee} in order to create a Fortran-Python hybrid code that is capable of fitting dust-affected optical and NIR line profiles from CCSNe at late stages in their evolution in order to construct a posterior probability distribution.
The code was applied to four different simulated line profiles that were generated by {\sc damocles} in order to represent different sorts of dust-affected line profiles that are observed in the spectra of late-time dust-forming CCSNe. A smoothly distributed, spherically symmetric geometry was adopted and five variable parameters investigated. The posterior distributions are in good agreement with the known, true parameters and suggest that the methodology is accurate and effective for parameter estimation. The theoretical runs highlight a number of dependencies between specific parameters. The power of the Bayesian inferential approach in revealing and quantifying these dependencies is beneficial for future research using this methodology, but also illustrates the need for care when using line profile fitting (or indeed any other method) to estimate model parameters from observations.
I also revisited the H$\alpha$ line and [O~{\sc i}]\,6300,\,6363\,\AA\ doublet of SN~1987A at 714\,d. A simple model with five variable parameters analogous to the smooth model of H$\alpha$ investigated by B16 was initially adopted. I also investigated a significantly more complex model in 10-dimensional parameter space that treated both H$\alpha$ and [O~{\sc i}]\,6300,\,6363\,\AA\ simultaneously. The dust mass and dust grain radius predictions are in agreement with the previous manual approach but their relative likelihood is now quantified, as is their dependence on other parameters. The affine invariant ensemble sampler has proved to be an efficient and effective method to investigate and analyse highly complex models for which manual parameter estimation would be extremely difficult. The Bayesian methodology allows for considerably more insight to be gained and communicated than the previous manual approach and there is significant potential for using this approach to determine accurate ejecta dust masses for a large number of CCSNe.
\section*{Acknowledgements}
AB would like to thank Dr Boris Leistedt for his patient guidance and teaching on astrostatistics and Bayesian methodologies, as well as Dr Roger Wesson, Dr Ilse de Looze and Professor Mike Barlow for many discussions and their help in readying this paper for publication. Many thanks also to the anonymous referee for their helpful suggestions.
This work was supported by European Research Council (ERC) Advanced Grant SNDUST 694520 and is based on publicly available observations from the archives of the CTIO.
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Base-editing will cure most TMAU1 cases ?
Crispr was a massive breakthrough (around 2014) in gene-editing, but it's 'natural' purpose is to remove a whole gene, rather than say replace a faulty gene, or just the variant at fault.
Most people (95%+ ?) with Genetic FMO3 Malodor / TMAU1 probably have missense variants.
A new recent DNA-editing breakthrough is BASE-EDITING, where the actual variant can be replaced.
This looks ideal for correcting variants.
The first report of this seems to have been the last year or 2.
So far not used in humans (? some sickle cell disease sufferers got gene therapy in late 2019).
A new USA paper used base-editing in mice (given) progeria due to a missense mutation.
First results look encouraging.
Ultimately base-editing (but perhaps Crispr) will likely be (?) the cure for many genetic disorders where missense variants are the problem, including maybe 95%+ of genetic FMO3 Malodor / TMAU cases.
When ?
NIH Director Francis Collins did not expect it in his lifetime.
Now it is being used in mice.
So who knows, maybe 20 years or much sooner ?
This is a random guess.
Here, NIH Director Francis Collins writes about the study in his NIH blog (7 Jan 2021) ...
In this same spirit on behalf of the several hundred kids worldwide with progeria and their families, a research collaboration, including my NIH lab, has now achieved a key technical advance to move non-heritable gene editing another step closer to the "can do" category to treat progeria. As published in the journal Nature, our team took advantage of new gene-editing tools to correct for the first time a single genetic misspelling responsible for progeria in a mouse model, with dramatically beneficial effects [1, 2]. This work also has implications for correcting similar single-base typos that cause other inherited genetic disorders. ...
It turns out that the original CRISPR system, as powerful as it is, works better at knocking out genes than correcting them. That's what makes some more recently developed DNA editing agents and approaches so important. One of them, which was developed by David R. Liu, Broad Institute of MIT and Harvard, Cambridge, MA, and his lab members, is key to these latest findings on progeria, reported by a team including my lab in NIH's National Human Genome Research Institute and Jonathan Brown, Vanderbilt University Medical Center, Nashville, TN.
The relatively new gene-editing system moves beyond knock-outs to knock-ins [3,4]. Here's how it works: Instead of cutting DNA as CRISPR does, base editors directly convert one DNA letter to another by enzymatically changing one DNA base to become a different base. The result is much like the find-and-replace function used to fix a typo in a word processor. What's more, the gene editor does this without cutting the DNA. ...
We are hopeful this gene editing work might eventually lead to a cure for progeria. But mice certainly aren't humans, and there are still important steps that need to be completed before such a gene-editing treatment could be tried safely in people. In the meantime, base editors and other gene editing approaches keep getting better—with potential application to thousands of genetic diseases where we know the exact gene misspelling. As we look ahead to 2021, the dream envisioned all those years ago about fixing the tiny DNA typo responsible for progeria is now within our grasp and getting closer to landing in the "can do" category. | [
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General News 7/7/2008 at 2:28 AM EDT
A Wealthy Church in New York City Uses Church Property as Collateral in Financing Expensive Real Estate Deals
By Betsy Combier (Page 1 of 3 pages) 2 comments
Without a Prayer For Relief: The NY State Supreme Court is Bought By Guide One Insurance Company and a Church, Madison Avenue Presbyterian
Since 1998, the Board of Trustees of Madison Avenue Presbyterian Church, Guide One Insurance Company, the City of New York, The Presbytery of NYC, The Presbyterian Church USA, and powerful members of New York's wealthy elite, have joined up with nine judges and 7 lawyers to extort money from estates, trusts, and innocent people who don't – or cant – understand "The System" of theft and collusion that underlies every judge's actions in the New York State Unified Court System. In November, 2005, Supreme Court Judge Lottie Wilkins and Guide One Insurance Company based in West Des Moines Iowa served me with an Injunction and Order of Prior Restraint to stop me from posting this story anywhere.
My mom died in March 1998 and left some valuable property to me, one of her twin daughters. Attorneys Kenneth Wasserman, Jonathan Landsman, Eli Uncyk; New York Supreme Court Judges Karla Moskowitz, Marilyn Shafer, Lottie Wilkins, and Jacqueline Silbermann, as well as NY Surrogate Court Judge Renee Roth, have all made a deal with Guide One Insurance Company based in West Des Moines, Iowa, and the Trustees of Madison Avenue Presbyterian Church in New York City, to steal this property and make sure that I never get it. Fortunately, I realized in 2001 what was going on, and have documented all the conversations and actions of this illustrious crew ever since. The picture that I want to paint is an ugly scene of court corruption, greed, violations of law and other illegal and corrupt practices that define the court system in New York.
A pro se litigant in New York has no chance of success in any matter, as the lawyers and judges - and in my case, my church and powerful real estate companies - talk and do their deals to harm anyone who dares to confront them behind closed doors, sometimes on a daily basis. Then they use the computer to put decisions into the record that have no basis in law or fact.
On October 8, 9, 10, 11 and 20, 2006, The New York Times published a series of articles by Diana Henriques (see below) that we believe show how powerful religious institutions have become in America.
The debate over where the line should be drawn separating church and state is no longer valid. It seems there is no line.
"The special breaks amount to 'a sort of religious affirmative action program'," said John Witte Jr, director of the Center for the Study of Law and Religion at the Emory University law school.
Professor Witte added: "Separation of church and state was certainly part of American law when many of today's public opinion makers were in school. But separation of church and state is no longer the law of the land."
I believe that the documents we have show the illegal financing of real estate deals, as well as the scam of overpaying for repairs to the church building of Madison Avenue Presbyterian Church in New York City, secretly implemented by The Presbytery of NYC, The Presbyterian Church USA, Guide One Insurance Company, Attorney Kenneth T. Wasserman, Attorney Jonathan M. Landsman, The Law Firm of Michael E. Pressman, NY State Supreme Court Judge Marilyn Shafer, her fellow Judge in the Commercial Part Karla Moskowitz as well as her law clerk Eric Reiss, NYS Supreme Court Judge Lottie E. Wilkins, Gregory Moundas of Proskauer Rose, Supreme Court Judge Jaqueline Silbermann, Vornado Realty Trust VP Sandeep Mathrani, Sandy Davies, MAPC President of the Board of Trustees David C. Johnson, the Judges of the NY Supreme Court, Appellate Division, First Department, (who refuse to allow me to appeal this case), and have made Mr. Kenneth Wasserman a Respondent.
The City of New York seems to be the "owner" of Madison Avenue Presbyterian Church. Most of the congregation of "MAPC" does not know what is going on.
District Attorney Robert Morganthau, so far has expressed no interest in this RICO claim. Mr. Daniel Castleman, (212-335-9817) Chief of the Investigation Division, set up a meeting with his "best" investigator, Ms. Judy Weinstock, in January, 2006. Her response was, "We are not looking into this because you did not give us a receipt for the two toilets that were repaired in May, 2004 for $169,224."
I sent Mr. Castleman a letter and he never responded. Attorney General Eliot Spitzer's Charities Bureau told me they never investigate churches, because churches are not charities. Spitzer's criminal division's Mr. Bill Jorgenson told me in November, 2006, that the information I had showed "a clear-cut case of embezzlement", but only someone at the legislature level could submit it to the Attorney General for consideration, "sorry". He advised me not to call the Attorney General's office about this matter ever again and hung up.
My mom worked full-time as a volunteer for Madison Avenue Presbyterian Church ("MAPC") at 921 Madison Avenue 73rd street) in New York City. The church and the church building next door are located on prime real estate worth currently $21,000,000 (tax assessed value, NYC Dept. of Buildings, 2005). The church pays no taxes.
MAPC has an endowment valued at $20-30 million, depending on who you speak to. Every year approximately $2 million is raised in donations from the 920+ members. $25,000 is collected in cash from the plate passed around on sundays. No one outside of the Board of Trustees knows where this money is spent. As you will see below, in the 2004 budget (see p. 10) that I was given during the congregational meeting in January, 2005, there is a listing of a payment of $169,224 for the repair of two toilets for the nursery school. This amount seemed odd, so I and a colleague went to the New York City Department of Buildings and copied all the work permits for all the repairs made to the church building from 1999-2005. We found the invoice for the two toilets, which were repaired by Prudon & Partners for $90,000. Well, if the congregation was spending $169,224 on a toilet, and the company that did the work was paid only $90,000, where did the missing almost $80,000 go? Prudon misspelled the name of the Day School, as well.
Vornado Realty Trust is the landlord of Bloomberg LLP, and is connected to the construction Company Taylor Ball, whose subsidiary, Ladco Development Inc., is located in West Des Moines Iowa, home to Guide One Insurance Company.
I tried to find out where the missing $80,000, from the single repair work permit to fix the two toilets, was. I called the accountant who did the budget, Sandy Davies of O'Connor Davies, and was told that Mr. Davies never saw any receipts for any job. Then I called the Presbytery of New York City, and spoke with the financial officer, Simon Lai, who is supposed to look at money donated to and spent by presbyterian churches in New York City. He told me that he has never seen any financial information from MAPC in the 7 years he has worked at the Presbytery. As MAPC uses the tax exempt IRS number for the Presbyterian Church, USA General Assembly, I called over there to find out if any records of MAPC were available. There are none. Thus, MAPC is an entity doing business in New York City without any oversight by anyone.
Then, while surfing the internet and in particular ACRIS, I found a UCC financing agreement of a co-op belonging to Vornado Realty Trust Executive VP Sandeep Mathrani and his wife, Aiysha which used the church property, (Block 1388, Lot 21), even though Mr. Mathrani and his wife are not members of MAPC (the social security numbers of both Sandeep and his wife were deleted by me before posting the UCC agreement). I called Mr. Mathrani's office, and asked his secretary if I could ask him why he financed his coop using the property of MAPC. She told me that he had never heard of Madison Avenue Presbyterian Church, and hung up. I called back, and asked why he would say that, considering the fact that the Mathrani home is across the street from the Church. Sandeep's secretary asked me to send him all my documents.
Betsy Combier Social Media Pages:
Betsy is an award-winning writer, video producer, and journalist. She is President of The E-Accountability Foundation, a non-profit company which does business as ParentAdvocates.org and asks questions of politicians, corporate leaders, and (more...)
Related Topic(s): Church State Separation; Church-State Theocracy; Crime; Evidence; Information; Money; Money; Real Estate; Real Estate Mortgages; Religion; (more...) Trials; US Politics-Government, Add Tags (less...)
"The book is very well written...very important in this individualized capitalistic illusory world that enslaves us all within its tentacles and forces us to believe that we are atomized and disconnected beings. Indigenous Lakota people end prayers with "Mitakuye Oyasin...all my relations..." An ancient African proverb states, "A person is a person only because of and with others..." This instructive text is very useful for us living in what we are always told is the modern world, because it reconnects us all and reminds us that ultimately, the endless circle of the Universe binds and connects us all and the Earth is Mother to us with no hierarchy...the ones at the bottom matter the most...like the ants who build mounds and hills, all working in unison and harmony...the book teaches that we were created for community and our destiny is organic community...anything else is doomed..."
Julian Kunnie, Professor of Religious Studies/Classics at the University of Arizona and author of The Cost of Globalization: Dangers to the Earth and Its People | [
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This study comes from Reading Plan week 159, 1 John.
Please read 1 John 3 completely before beginning.
What is supposed to happen after we ask Jesus to be our personal Lord and Savior? The biblical expectation is that we no longer live as a child of this world but as a child of God, that our behavior actually changes both in our own eyes and in view of those around us. John provides us not with the theoretical theology of what it means to be a child of God, but the practical application steps that give us confidence and knowledge that we're actually achieving this goal.
1See how great a love the Father has bestowed on us, that we would be called children of God; and such we are. For this reason the world does not know us, because it did not know Him. 2Beloved, now we are children of God, and it has not appeared as yet what we will be. We know that when He appears, we will be like Him, because we will see Him just as He is. 3And everyone who has this hope fixed on Him purifies himself, just as He is pure.
Q: Is being called children of God just a noble title or label?
A: No. It is the result and evidence of the very love of God.
Q: Why is it that only children really understand the depth of love of a parent? How does this apply to what we know about God versus what the world knows?
A: No one really experiences firsthand the love of a parent except their children; others can only observe and comment on what it looks like, but not actually speak from experience. Because the world is an outside observer, it cannot fully grasp the depth and quality of our relationship as His children.
Q: What is the biblical definition of "hope"? How does it apply in its usage here?
A: Biblical hope is "future fact"; it's having knowledge grounded in the fact that God has already accomplished in the future something just as sure as a thing already accomplished in the past. In this context, our hope — the future fact of the matter — is that we will see Him just as He is and be like Him.
Q: How is this hope supposed to be evident — visible to both ourselves and everyone around us — in THIS life?
A: We purify our self "just as He is pure". The biblical definition of "pure" is "unpolluted by sin".
4Everyone who practices sin also practices lawlessness; and sin is lawlessness. 5You know that He appeared in order to take away sins; and in Him there is no sin. 6No one who abides in Him sins; no one who sins has seen Him or knows Him. 7Little children, make sure no one deceives you; the one who practices righteousness is righteous, just as He is righteous; 8the one who practices sin is of the devil; for the devil has sinned from the beginning. The Son of God appeared for this purpose, to destroy the works of the devil. 9No one who is born of God practices sin, because His seed abides in him; and he cannot sin, because he is born of God. 10By this the children of God and the children of the devil are obvious: anyone who does not practice righteousness is not of God, nor the one who does not love his brother.
Q: How is this paragraph contrasted to the previous? Summarize and compare the basic thought.
A: This paragraph identifies the characteristics of the children of the devil; the previous paragraph the characteristics of the children of God.
Q: What is the 1 defining difference between the children of the devil and the children of God?
A: The children of the devil practice sin and lawlessness; the children of God practice righteousness.
Point: The difference between these groups is not the intensity of their love or feelings, but the degree of their obedience.
Q: Does v.9 mean that it's impossible for the children of God to sin?
A: The context of the phrase "and he cannot sin" is only understood properly as applied to "His seed abides in him". This means that obedience to God's ways is growing more and more within us and we therefore actively seek NOT to sin. A visible indicator of the child of God is his/her disdain for, and avoidance of, sin.
Q: What is the significance of the use of the word love in v.10 in the context of this passage?
A: Love of others is one of the results and visible indicators of our obedience to God, not just something we proclaim with our mouth. The only way to achieve God's love in our life for others is through our personal obedience to God first and foremost.
11For this is the message which you have heard from the beginning, that we should love one another; 12not as Cain, who was of the evil one and slew his brother. And for what reason did he slay him? Because his deeds were evil, and his brother's were righteous.
Q: First, what was the difference between Cain and Abel as it applies to us in this discussion?
A: Cain's deeds were evil (the child of the devil), Abel's deeds were righteous (the child of God). Both were acknowledging God's existence in offering their sacrifices, but their true beliefs were born out by what they practiced, not mere thoughts or talk.
Q: Second, how is the example of Cain and Abel applicable to John's discourse so far?
A: It's the oldest biblical example that the evidence and fruit of an obedient relationship with God is in our love for others. We know that we are to love each other, but it's only possible to the same degree as our obedience to God's Word.
How do you approach relationships with others? Do you start with "love" or is it the natural by-product of your relationship with God?
"Practice" means those things you engage in doing over and over again, such as habits, routines, comfort zones, etc. We get better and better at whatever it is we practice. What things do you practice that might tend more towards a child of the devil than a child of God?
Do we see that to fulfill Jesus' command to love one another we must proceed first from the point of obedience? Have you ever thought of your disobedience in even the smallest area as actually impacting on the love of the body?
13Do not be surprised, brethren, if the world hates you. 14We know that we have passed out of death into life, because we love the brethren. He who does not love abides in death. 15Everyone who hates his brother is a murderer; and you know that no murderer has eternal life abiding in him.
Q: Who will never achieve eternal life?
A: Those who break the law, such as murderers.
Q: What is the biblical definition of a "murderer"?
A: Not just one who physically kills another, but someone who merely hates others or shows no love for them.
Q: Working back to v.14 then, who WILL achieve eternal life? How are they described?
A: Those who "love the brethren". They are described as having "passed out of death into life".
Q: In the preceding verses, what did we learn was the only way we can love others?
A: If we're obedient, practicing God's righteousness.
Q: So why will the world hate the children of God?
A: Just as Cain hated Abel, the world hates anyone who actually practices righteousness rather than just talking about it like they do.
16We know love by this, that He laid down His life for us; and we ought to lay down our lives for the brethren. 17But whoever has the world's goods, and sees his brother in need and closes his heart against him, how does the love of God abide in him?
Q: How is this a practical application and proof of the presence of God's love in our life for others?
A: We care for their life even more than our own. We cannot simply SAY we love someone if we allow the needs we can address to go unfulfilled. It's not just about laying down our physical life for another, but subordinating the quality of our life to the needs of others.
Application: Provide an example of when you've successfully applied this teaching in real life, and when you haven't. How will you measure your love for others going forward?
19We will know by this that we are of the truth, and will assure our heart before Him 20in whatever our heart condemns us; for God is greater than our heart and knows all things.
Q: So what is the evidence that God's truth has taken residence in our life?
A: Whether or not our heart bears witness to the presence of sin in our life.
Q: Why is a convicting heart the assurance our heart has become the heart of God?
A: Because His truth has taken root to such a degree that we WANT to identify and cleanse all potential pollutants of sin from poisoning our heart and, by extension, our love. Lack of conviction indicates a heart so polluted that it no longer cares either for itself personally or for others corporately.
21Beloved, if our heart does not condemn us, we have confidence before God; 22and whatever we ask we receive from Him, because we keep His commandments and do the things that are pleasing in His sight.
Q: So what are the circumstances under which we would come to God timidly, NOT confident in our standing in the presence of God the King and Father?
A: If we have been disobedient, not responding to the convictions of our heart.
Q: How can we be assured that we are personally "pleasing in His sight"?
A: By keeping His commandment and responding to the convictions of our heart.
v.13-15: Only those adhering to the Law will achieve eternal life.
v.16-17: The degree of our love for others as proved by our actions on their behalf in this life is a measurement of our obedience to God's Law.
v.18: Our obedience to God's Law is proved by our deeds, not our tongue.
v.19-20: A heart devoted to God actively convicts of sin so as to keep one on the path of obedience.
v.21-22: The sum of these things is the personal confidence that we are pleasing children of God. His work is complete in both our personal life and our interactions with others.
23This is His commandment, that we believe in the name of His Son Jesus Christ, and love one another, just as He commanded us. 24The one who keeps His commandments abides in Him, and He in him. We know by this that He abides in us, by the Spirit whom He has given us.
Q: What is the term John uses to summarize the chief characteristic of the life of a child of God?
A: Abide. It means to stay in a constant, right relationship with our Father through His Son Jesus.
Do you have the mistaken belief that sin is something you just had to deal with once at the point you received Jesus as your personal Lord and Savior? What is the right way to deal with sin in your continuing walk with Him?
Do you have the mistaken belief that your sin is just something between you and God and that it has no bearing on the rest of the body of Christ? In light of John's teaching, how should you view your obedience going forward in this respect?
Do you have the mistaken belief that everything should BEGIN with love? Based on John's teaching, do you still believe you can successfully cultivate God's love in your life for others without working on the quality of your walk?
What will you do to "abide" in Christ, rather than just "believe" in Him? | [
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Edward Ware Thrillers
EDWARD WARE THRILLERS AT WAR: STORIES OUT OF THE PAST
Cheops Books Adventures
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Press Release for Key to Lawrence
NEWS RELEASE: KEY TO LAWRENCE PUBLISHED 100 YEARS AFTER THE SINKING OF THE LUSITANIA
One hundred years ago World War 1, or the Great War, began in 1914. Next year on May 7, 2015 will be the centennial of the sinking of the Lusitania. Key to Lawrence: Special Edition, an historical thriller by Linda and Gary Cargill, commemorates this anniversary. The authors start out the novel with the last voyage of the Cunard ocean liner from May 1, 1915 to May 7, 1915 when the vessel sank in the Irish Sea six miles from land.
Many mysteries remain about the sinking of the famous ship. The greatest is the mysterious second explosion which took place within minutes after the German torpedo hit the liner at exactly 2:10PM British time. It seemed to have no cause and hastened the demise of the Lusitania which sank and disappeared beneath the waves in only eighteen minutes. By 2:30PM it was history.
Robert D. Ballard in his book, Exploring the Lusitania: Probing the Mysteries of the Sinking That Changed History, postulates that vapor pockets from the coal-fired engine caused the big explosion. But it's only a theory, and no one really knows. If Captain Turner knew he was kept quiet by Cunard and the British government for the rest of his life. They even appeared at the inquest and pulled him out of it the day after the sinking.
The British government remains the only entity who might actually know the true fate of the ship. They are the only ones who would know what was actually being carried in the hold other than a fortune in famous paintings for Sir Hugh Lane. Were there guns? Ammunition? Something else that might attract German attention?
The Lusitania remains as elusive today as it was one hundred years ago.
LAWRENCE MAPS JUST AS IMPORTANT TODAY AS 100 YEARS AGO
T. E. Lawrence, or Lawrence of Arabia, was a genius when it came to military tactics. He thought that the old-fashioned kind of warfare where soldiers attacked in a phalanx kind of movement, grouped together and in formation, was outdated by the twentieth century. He told his Arab Bedouin warriors to fight the Ottoman Turks in the First World War by doing what came naturally to them. In other words, they were to attack in small groups, preferably by night. They engaged in a hit-and-run kind of guerrilla warfare.
Lawrence himself liked to plant "tulip" bombs along the Turkish railroad tracks and blow them, along with the Turkish trains, sky high. On the road to Damascus in September 1918, he and his Arab army tore up all the railroad lines to the point that the Ottoman Turks had nowhere to turn. They had to sue for peace, starting a chain of events that eventually forced Germany to sign the Armistice in November 1918, ending World War I. Lawrence became so famous that he attended the Paris Peace Conference in January, 1919, representing the Arabs that he had helped to liberate from the Turks.
This new kind of guerrilla warfare emphasized mobility — if you weren't moving, you weren't fighting. Later Hitler became interested in this new kind of Blitzkrieg, or lightning warfare. General Erwin Rommel used Lawrence as a model for his tactics fighting in North Africa in 1943. Even nowadays American generals ape Lawrence when fighting in Iraq and Afghanistan.
Adult Thrillers
Cheops Books nonfiction
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Pulmonary hypertension is a type of high blood pressure that affects the arteries in your lungs and the right side of your heart.
In one form of pulmonary hypertension, tiny arteries in your lungs, called pulmonary arterioles, and capillaries become narrowed, blocked or destroyed. This makes it harder for blood to flow through your lungs, and raises pressure within your lungs' arteries. As the pressure builds, your heart's lower right chamber (right ventricle) must work harder to pump blood through your lungs, eventually causing your heart muscle to weaken and fail.
Pulmonary hypertension can affect patients at any age. It can be managed by reducing your risk factors. Please discuss with your doctor for further information.
The signs and symptoms of pulmonary hypertension in its early stages might not be noticeable for months or even years. As the disease progresses, symptoms become worse.
Your heart has two upper chambers (atria) and two lower chambers (ventricles). Each time blood passes through your heart, the lower right chamber (right ventricle) pumps blood to your lungs through a large blood vessel (pulmonary artery).
In your lungs, the blood releases carbon dioxide and picks up oxygen. The oxygen-rich blood then flows through blood vessels in your lungs (pulmonary arteries, capillaries and veins) to the left side of your heart. Ordinarily, the blood flows easily through the vessels in your lungs, so blood pressure is usually much lower in your lungs.
With pulmonary hypertension, the rise in blood pressure is caused by changes in the cells that line your pulmonary arteries. These changes can cause the walls of the arteries to become stiff and thick, and extra tissue may form. The blood vessels may also become inflamed and tight.
These changes in the pulmonary arteries can reduce or block blood flow through the blood vessels. This makes it harder for blood to flow, raising the blood pressure in the pulmonary arteries.
Eisenmenger syndrome, a type of congenital heart disease, causes pulmonary hypertension. It's most commonly caused by a large hole in your heart between the two lower heart chambers (ventricles), called a ventricular septal defect.
This hole in your heart causes blood to circulate abnormally in your heart. Oxygen-carrying blood (red blood) mixes with oxygen-poor blood (blue blood). The blood then returns to your lungs instead of going to the rest of your body, increasing the pressure in the pulmonary arteries and causing pulmonary hypertension.
What increases my risk for pulmonary hypertension?
Pulmonary hypertension is hard to diagnose early because it's not often detected in a routine physical exam. Even when the condition is more advanced, its signs and symptoms are similar to those of other heart and lung conditions.
Sound waves can create moving images of the beating heart. An echocardiogram can help your doctor to check the size and functioning of the right ventricle, and the thickness of the right ventricle's wall. An echocardiogram can also show how well your heart chambers and valves are working. Doctors may also use this to measure the pressure in your pulmonary arteries.
Other exercise tests may also be done. These tests can help determine the severity and cause of your condition. They may also be done at follow-up appointments to check that your treatments are working.
Chest X-ray. A chest X-ray can show images of your heart, lungs and chest. This test can show enlargement of the right ventricle of the heart or the pulmonary arteries, which can occur in pulmonary hypertension. This test can also be used to identify other conditions that may be causing pulmonary hypertension.
Electrocardiogram (ECG). This noninvasive test shows your heart's electrical patterns and can detect abnormal rhythms. Doctors may also be able to see signs of right ventricle enlargement or strain.
Right heart catheterization. After you've had an echocardiogram, if your doctor thinks you have pulmonary hypertension, you'll likely have a right heart catheterization. This test can often help confirm that you have pulmonary hypertension and determine the severity of your condition. Right heart catheterization allows your doctor to directly measure the pressure in the main pulmonary arteries and right ventricle. It's also used to see what effect different medications may have on your pulmonary hypertension.
Blood tests. Your doctor might order blood tests to check for certain substances in your blood that might show you have pulmonary hypertension or its complications. Blood tests can also test for certain conditions that may be causing your condition.
Computerized tomography (CT) scan. CT scanning generates X-rays to produce cross-sectional images of your body. Doctors may use this test to look at the heart's size and function and to check for blood clots in the lungs' arteries.
Magnetic resonance imaging (MRI). This test may be used to check the right ventricle's function and the blood flow in the lung's arteries. An MRI uses a magnetic field and pulses of radio wave energy to make pictures of the body.
Pulmonary function test. This noninvasive test measures how much air your lungs can hold, and the airflow in and out of your lungs. During the test, you'll blow into a simple instrument called a spirometer.
This test detects your brain activity, heart rate, blood pressure, oxygen levels and other factors while you sleep. It can help diagnose a sleep disorder such as obstructive sleep apnea.
Ventilation/perfusion (V/Q) scan. In this test, a tracer is injected into a vein in your arm. The tracer maps blood flow and air to your lungs. This test can be used to determine whether blood clots are causing symptoms of pulmonary hypertension.
Open-lung biopsy. Rarely, a doctor might recommend an open-lung biopsy. An open-lung biopsy is a type of surgery in which a small sample of tissue is removed from your lungs under general anesthesia to check for a possible secondary cause of pulmonary hypertension.
If a family member has had pulmonary hypertension, your doctor might screen you for genes that are linked with pulmonary hypertension. If you test positive, your doctor might recommend that other family members be screened for the same genetic mutation.
Class I. Although you've been diagnosed with pulmonary hypertension, you have no symptoms with normal activity.
Class II. You don't have symptoms at rest, but you experience symptoms such as fatigue, shortness of breath or chest pain with normal activity.
Class III. You're comfortable at rest, but have symptoms when you're physically active.
Class IV. You have symptoms with physical activity and while at rest.
Pulmonary hypertension can't be cured, but doctors can help you manage your condition. Treatment may help improve your symptoms and slow the progress of pulmonary hypertension.
It often takes some time to find the most appropriate treatment for pulmonary hypertension. The treatments are often complex and require extensive follow-up care. Your doctor might also need to change your treatment if it's no longer effective.
When pulmonary hypertension is caused by another condition, your doctor will treat the underlying cause whenever possible.
Blood vessel dilators (vasodilators). Vasodilators open narrowed blood vessels. One of the most commonly prescribed vasodilators for pulmonary hypertension is epoprostenol (Flolan, Veletri). This drug is continuously injected through an intravenous (IV) catheter via a small pump that you wear in a pack on your belt or shoulder. Another form of the drug, iloprost (Ventavis), can be inhaled six to nine times a day through a nebulizer, a machine that vaporizes your medication. Because it's inhaled, it goes directly to the lungs. Treprostinil (Tyvaso, Remodulin, Orenitram), another form of the drug, can be given four times a day. It can be inhaled, taken as oral medication or administered by injection.
Endothelin receptor antagonists. These medications reverse the effect of endothelin, a substance in the walls of blood vessels that causes them to narrow. These drugs may improve your energy level and symptoms. However, these drugs shouldn't be taken if you're pregnant. Also, these drugs can damage your liver and you may need monthly liver monitoring. These medications include bosentan (Tracleer), macitentan (Opsumit), and ambrisentan (Letairis).
Sildenafil and tadalafil. Sildenafil (Revatio, Viagra) and tadalafil (Cialis, Adcirca) are sometimes used to treat pulmonary hypertension. These drugs work by opening the blood vessels in the lungs to allow blood to flow through more easily.
High-dose calcium channel blockers. These drugs help relax the muscles in the walls of your blood vessels. They include medications such as amlodipine (Norvasc), diltiazem (Cardizem, Tiazac, others) and nifedipine (Procardia, others). Although calcium channel blockers can be effective, only a small number of people with pulmonary hypertension respond to them.
Soluble guanylate cyclase (SGC) stimulator. Soluble guanylate cyclase (SGC) stimulators (Adempas) interact with nitric oxide and help relax the pulmonary arteries and lower the pressure within the arteries.
Your doctor is likely to prescribe the anticoagulant warfarin (Coumadin, Jantoven) to help prevent the formation of blood clots within the small pulmonary arteries. Because anticoagulants prevent normal blood coagulation, they increase your risk of bleeding complications. Take warfarin exactly as prescribed, because warfarin can cause severe side effects if taken incorrectly. If you're taking warfarin, your doctor will ask you to have periodic blood tests to check how well the drug is working. Many other drugs, herbal supplements and foods can interact with warfarin, so be sure your doctor knows all of the medications you're taking.
Digoxin (Lanoxin) can help the heart beat stronger and pump more blood. It can help control the heart rate if you experience arrhythmias.
Commonly known as water pills, these medications help eliminate excess fluid from your body. This reduces the amount of work your heart has to do. They may also be used to limit fluid buildup in your lungs.
Your doctor might suggest that you sometimes breathe pure oxygen, a treatment known as oxygen therapy, to help treat pulmonary hypertension, especially if you live at a high altitude or have sleep apnea. Some people who have pulmonary hypertension eventually require continuous oxygen therapy.
Atrial septostomy. If medications don't control your pulmonary hypertension, this open-heart surgery might be an option. In an atrial septostomy, a surgeon will create an opening between the upper left and right chambers of your heart (atria) to relieve the pressure on the right side of your heart. Atrial septostomy can have serious complications, including heart rhythm abnormalities (arrhythmias).
In some cases, a lung or heart-lung transplant might be an option, especially for younger people who have idiopathic pulmonary arterial hypertension. Major risks of any type of transplantation include rejection of the transplanted organ and serious infection, and you must take immunosuppressant drugs for life to help reduce the chance of rejection.
What are some lifestyle changes or home remedies that can help me manage pulmonary hypertension?
Get plenty of rest. Resting can reduce the fatigue that might come from having pulmonary hypertension.
Stay as active as possible. Even the mildest forms of activity might be too exhausting for some people who have pulmonary hypertension. For others, moderate exercise such as walking might be beneficial — especially when done with oxygen. But first, talk to your doctor about specific exercise restrictions. In most cases, it's recommended that you not lift heavy weights. Your doctor can help you plan an appropriate exercise program.
Don't smoke. If you smoke, the most important thing you can do for your heart and lungs is to stop. If you can't stop smoking by yourself, ask your doctor to prescribe a treatment plan to help you quit. Also, avoid secondhand smoke if possible.
Avoid pregnancy and birth control pills. If you're a woman of childbearing age, avoid pregnancy. Pregnancy can be life-threatening for both you and your baby. Also avoid using birth control pills, which can increase your risk of blood clots. Talk to your doctor about alternative forms of birth control. If you do become pregnant, it's important to consult with your doctor as pulmonary hypertension can cause serious complications to both you and the fetus.
Avoid traveling to or living at high altitudes. High altitudes can worsen the symptoms of pulmonary hypertension. If you live at an altitude of 8,000 feet (2,438 meters) or higher, your doctor might recommend that you move to a lower altitude.
Avoid situations that can excessively lower blood pressure. These include sitting in a hot tub or sauna or taking long hot baths or showers. These activities lower your blood pressure and can cause fainting or even death. Also avoid activities that cause prolonged straining, such as lifting heavy objects or weights.
Follow a nutritious diet and stay at a healthy weight. Aim to eat a healthy diet of whole grains, a variety of fruits and vegetables, lean meats and low-fat dairy products. Avoid saturated fat, trans fat and cholesterol. It's likely your doctor will recommend limiting the amount of salt in your diet. Aim to maintain a healthy weight.
Ask your doctor about medications. Take all your medications as prescribed. Ask your doctor about any other medications before taking them, as some can interfere with your medication or worsen your condition.
See your doctor at follow-up appointments. Your doctor may recommend regular follow-up appointments. Let your doctor know if you have any questions about your condition or medications you're taking, or if you have any symptoms or side effects from your medications. If pulmonary hypertension is affecting your quality of life, ask your doctor about options that could improve your quality of life.
Get vaccines. Your doctor may recommend getting an influenza and pneumonia vaccine, as these conditions can cause serious issues for people with pulmonary hypertension.
Get support. If you're feeling stressed or worried due to your condition, get support from family or friends. Or, consider joining a support group with others who have pulmonary hypertension. | [
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So we've been thinking about streamlining — rather than skimping. Today, we're cutting the beauty fat. We talked to a handful of skin, nail, hair, and makeup professionals and were surprised to find out just how many superfluous steps we have in our beauty routines (not to mention some that are even doing more harm than good).
In an effort to pare down and save time (and money!), here are 9 things that can be axed from your beauty routine. | [
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Alexandra Cadanțu (Boekarest, 3 mei 1990) is een tennisspeelster uit Roemenië. Zij begon op vijfjarige leeftijd met tennis. Haar favoriete ondergrond is gravel. Zij speelt rechtshandig en heeft een tweehandige backhand.
Sinds juli 2021 speelt zij onder de naam Alexandra Ignatik, in verband met haar huwelijk met Uladzimir Ignatik, een tennisser uit Wit-Rusland.
Loopbaan
Enkelspel
Cadanțu debuteerde in 2005 op het ITF-toernooi van Balș (Roemenië). Zij stond in 2006 voor het eerst in een finale, op het ITF-toernooi van Boekarest (Roemenië) – hier veroverde zij haar eerste titel, door landgenote Irina-Camelia Begu te verslaan. In totaal won zij negen ITF-titels, de laatste in 2015 in Galați (Roemenië).
In 2011 kwalificeerde Cadanțu zich voor het eerst voor een WTA-hoofdtoernooi, op het toernooi van Luxemburg. Zij bereikte er de tweede ronde. Zij stond in 2012 voor het eerst in een WTA-finale, op het toernooi van Monterrey – zij verloor van de Hongaarse Tímea Babos.
Dubbelspel
Cadanțu debuteerde in 2005 op het ITF-toernooi van Balș (Roemenië), samen met landgenote Joana Oprea. Zij stond in 2008 voor het eerst in een finale, op het ITF-toernooi van Galați (Roemenië), samen met landgenote Antonia Xenia Tout – zij verloren van het duo Kristína Kučová en Valentina Sulpizio. In 2010 veroverde Cadanțu haar eerste titel, op het ITF-toernooi van Bol (Kroatië), samen met landgenote Alexandra Damaschin, door het Slowaakse duo Chantal Škamlová en Romana Tabak te verslaan. In totaal won zij tien ITF-titels, de laatste in 2017 in Altenkirchen (Duitsland).
In 2012 speelde Cadanțu voor het eerst op een WTA-hoofdtoernooi, op het toernooi van Bogota, samen met landgenote Ioana Raluca Olaru. Zij stond later dat jaar voor het eerst in een WTA-finale, op het toernooi van Fez, samen met landgenote Irina-Camelia Begu – zij verloren van het koppel Petra Cetkovská en Aleksandra Panova. In 2014 veroverde Cadanțu haar eerste WTA-titel, op het toernooi van Boekarest, samen met landgenote Elena Bogdan, door het koppel Çağla Büyükakçay en Karin Knapp te verslaan.
Posities op de WTA-ranglijst
Positie per einde seizoen:
Palmares
WTA-finaleplaatsen enkelspel
WTA-finaleplaatsen vrouwendubbelspel
Resultaten grandslamtoernooien
Enkelspel
Vrouwendubbelspel
Externe links
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Translating Research into a Seamless Transition Model
Luecking, R. G. & Fabian, E. S.
Career Development and Transition for Exceptional Individuals
This Research focuses on the implementation of a model for delivering seamless transition services based on the National Collaborative on Workforce and Disability/Youth(NCWD/Y) Guideposts. This research shares how this model has been applied in 11 of the 24 school districts in Maryland for special education populations.
The purpose of this research is to provide preliminary data on the model' early impact on students transitioning to careers.
School districts in Maryland.
This study looked at eleven county-wide school districts in Maryland.
Data Collection:
This study is a descriptive analysis.
This study had no control.
This study provides early indication that the model has potential to be applied across disability categories as well as demographically diverse school systems. It also it has the potential to serve as a practice framework that alleviates barriers known to impede federal transition policy.
The model presented in this research potentially offers a defined pathway to employment, postsecondary education, and careers for youth with disabilities who are transitioning from public secondary education.
https://www.michigan.gov/documents/mdhhs/Lueckings_Seamless_Model_511755_7.pdf
Disabilities:
No specific disability
Populations:
Employment acquisition
NIDILRR Funded:
Research Design:
Peer Reviewed:
Read more about Translating Research into a Seamless Transition Model
Exploring Differences in the Content of Job Interviews between Youth with and without a Physical Disability
Lucca, A. M., Henry, A. D., Banks, S., Simon, L., & Page, S.
This study looked at the similarities and differences among youth with disabilities on a mock job interview compared to their typically developing peers. Understanding the content of job interviews may highlight areas where individuals with disabilities perform differently than those with typical development and how these areas may present barriers to employment.
The purpose of this research is to inform employment readiness programs and educate employers about the potential challenges associated with this recruitment method for those with disabilities.
This study is part of a larger, multi-method, cross-sectional observational study on employment readiness among youth with disabilities.
Employers and employment counselors (n = 19), and youth (n = 31) were interviewed for this study.
This study recruited youth through the use of advertisements at a pediatric rehabilitation hospital and community centers. Information packages were also sent to youth who were thought to meet the inclusion criteria.
There was no control for this study.
The study found several similarities and differences between youth with disabilities and typically developing youth. For youth with disabilities, differences in job interview answers included: (1) disclosing their condition; (2) giving fewer examples related to customer service and teamwork skills; (3) experiencing greater challenges in providing feedback to team members and responding to scenario-based problem solving questions; and (4) drawing on examples from past work, volunteer and extracurricular activities.
Clinicians and educators should help youth recognize their marketable skills and how to highlight those skills in an interview. Employers should recognize that the experiences of youth with disabilities may be different than typically developing youth.
http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0122084&type=printable
Read more about Exploring Differences in the Content of Job Interviews between Youth with and without a Physical Disability
Current Opinion in Psychiatry
Bond, G. R. & Kukla, M.
Wolters Kluwer Health/Lippincott Williams and Wilkins
Researches continue to examples predictors of employment among three types of variables: patient characteristics, environmental characteristics, and interventions. Provision of supported employment is the strongest predictor of competitive employment among patients with schizophrenia. Patent characteristics show modest association with employment outcomes; environmental factors are presumed to have major influences, but have been little studied.
Researchers continue to study factors that are relatively easy to study rather than those that are powerful and meaningful from a public health perspective. Truly critical factors are first, disability, insurance, and employment regulations that discourage most people from trying to work, and second, failure to align finances and organization of services with evidenced based practices." Article reviews current literature on the various factors being researched that impact employment outcomes for patients with schizophrenia.
This study is a systematic review. The included studies were undertaken in various locations and settings.
The study sample was recently published studies examining predictors of competitive employment for patients with schizophrenia.
Literature search included a combination of strategies,, including PubMed search with keywords, examination of table of contents from major journals in related fields, and consultation with leading researchers.
There were no comparison or control conditions.
Implementing supported employment services with high fidelity to the IPS model clearly improves competitive employment outcomes.
According to the published literature, the single best predictor of competitive employment for patients with schizophrenia is supported employment. Despite numerous studies seeking to identify patients characteristics predicting employment, the reported findings have been generally unimpressive. Many factors influencing employment outcomes continue to be understudied, including societal and cultural factors, access to supported employment, regulatory factors, and criminal justice involvement.
Systematic reviews and meta-analysis
Read more about Current Opinion in Psychiatry
Barriers to Employment for Transition-age Youth
Nuechterlein, K. H., Subotnik, K. L., Turner, L. R.,Ventura, J., Becker, D. R., & Drake, R. E.
Administration and Policy in Mental Health
Youth with developmental and psychiatric disabilities face substantial vocational challenges, even after receiving employment services. This study examined employment barriers for 280 transition-age youth with disabilities enrolled in supported employment in eight community rehabilitation centers.
Youth with disabilities encounter many barriers to employment. Awareness of these barriers may help employment programs anticipate challenges and develop strategies.
Eight Programs in the evaluation of the Illinois Balancing Incentive Program supported employment project.
The sample of the current study consisted of 280 youth with developmental and psychiatric disabilities from 8 of the 10 programs in the evaluation of the Illinois Incentive Program.
Responses from eight Individual Placement Support programs (four serving youth with developmental disabilities and four serving youth with psychiatric disabilities) were aggregated.
Common barriers for youth with developmental disabilities were lack of work experience, transportation problems, cognitive problems, disengagement from the IPS program, and lack of social skills. Common barriers for youth with psychiatric disabilities were transportation problems, failure to engage in the IPS program, poor control of psychiatric symptoms, and lack or work experience.
Though both groups benefited from Individual Placement Support programs, addressing common barriers is imperative. Transportation problems, lack of work experience, engagement issues, and lack of family support were barriers present in both groups.
https://link.springer.com/article/10.1007/s10488-016-0773-y
Read more about Barriers to Employment for Transition-age Youth
A vocational rehabilitation intervention for young adults with physical disabilities: participants' perception of beneficial attributes
Bai, M. I., Sattoe, J. N. T., Schaardenburgh van, N. R., Floothuis, M. C. S. G., Roebroeck, M. E., & Miedema, H. S.
Child: Care, Health and Development
Wiley Online Library
This study explores the barriers and facilitators that young adults with physical disabilities experienced while finding and maintaining employment after an intervention program that supports work participation.
To ascertain the participant-perceived beneficial attributes of the program and participants' recommendations for additional components.
Semi-structured interviews with former intervention participants, which were recorded and transcribed.
Young adults with disabilities (n= 19) that formerly participated in the study.
Data was extracted from the clients' charts and logged in a digital data extraction form. The following background characteristics were reviewed from the charts: age, gender, medical diagnosis, educational level and type of education.
At Work' is a multidisciplinary vocational rehabilitation intervention for young people with physical disabilities. It aims to provide support for finding and maintaining regular employment after finishing post-secondary education.
Physical functions and capacities, supervisor's attitude, self-esteem and self-efficacy and openness and assertiveness were experienced barriers and facilitators for finding and maintaining employment. Improvement of self-promoting skills and disclosure skills through job interview-training, increased self-esteem or self-efficacy through peer-support, a suitable job through job placement, improvement of work ability through arrangement of adjusted work conditions and change of supervisor's attitude through education provided to the supervisor were perceived as beneficial attributes of the program.
Findings suggest that programs supporting work participation should provide real-world experiential opportunities that allow young adults with physical disabilities to develop new insights, self-efficacy and life skills.
http://onlinelibrary.wiley.com/doi/10.1111/cch.12407/full
Read more about A vocational rehabilitation intervention for young adults with physical disabilities: participants' perception of beneficial attributes
Implementation of supported employment for homeless veterans with psychiatric or addiction disorders: Two-Year outcomes
Rosenthal, D. A., Dalton, J. A. & Gervey, R.
American Psychiatric Association
Experimental studies have robustly demonstrated the effectiveness of the Individualized Placement and Support (IPS) model of supported employment services for people with severe mental illness, and several studies of real-world implementation have shown significant cross-sectional correlations between employment success and fidelity to the IPS model. Experiences with IPS programs have stimulated broad efforts to disseminate evidence-based practices. Although multiple dissemination efforts are underway, analyses on the benefits of efforts to disseminate IPS have been on cross-sectional and site-level data, rather than on longitudinal information on individual clients. To implement IPS in health care systems with limited previous experience, sustained and individualized training programs may be needed to realize potential client benefits. Few studies have demonstrated that IPS, or other evidence-based practices for that matter, can both be implemented in a system that lacks prior experience with the model and yield outcomes for comparable cohorts that are superior, over several years, to those of a comparison group for which this intervention was not available.
This study examined a low-intensity training approach for implementing the individual placement and support (IPS) model at nine Department of Veterans Affairs (VA) programs and compared client outcomes before (phase 1) and after (phase 2) the program was implemented (phase 1).
The setting included 9 Veterans Administration Programs for Homeless Veterans.
A total of 308 veterans were recruited during phase 1, starting in January 2001, when IPS was still unavailable anywhere in the VA. An additional 321 veterans were recruited in phase 2, starting in July 2001, after the IPS employment specialist had been hired and trained, and were invited to participate in IPS for at least two years. Follow-up data collection continued through March 2005.
Participants in phase 1 were compared with participants in phase 2 on baseline characteristics by using chi square tests and t tests. All available participants were included in all analyses whether or not they were currently participating in IPS. Mixed models were then used to compare outcomes between the phases over the two-year follow-up period, controlling for baseline differences, using the MIXED procedure of SAS, with the alpha set at <.05.
Training began with a one-day, on-site, face-to-face orientation for both employment specialists and other VA mental health staff that was led by a social worker with experience training IPS specialists and conducting IPS fidelity ratings. For the duration of the project regular teleconferences continued providing weekly individual case reviews for the first three months, monthly individual case review conferences, and monthly conference calls with all nine employment specialists jointly. A review of ratings of model fidelity at six, 12, and 18 months after program implementation was also performed with a modified version of the IPS fidelity scale. Training was provided by a social worker with extensive experience disseminating the IPS model in other research projects. He was assisted by a VA occupational therapist with experience in supported employment. Monthly conference calls were also held with administrators responsible for program implementation at each site.
Phase 1 control group did not receive IPS services. Comparison was made with Phase 2 group who did receive IPS services.
Measures of both client-level service delivery and site-level fidelity to IPS suggest that implementation was successful at most, but not all, sites. Overall, compared with veterans in the phase 1 group, those in the phase 2 group had a better long-term work history at the time of program entry. When the analyses controlled for baseline differences, the mean number of competitive employment days per month over the two-year follow-up period was 15% higher for veterans in phase 2 (8.4 days compared with 7.3 days; p<.001) and the mean number of days housed during follow-up was also higher in phase 2 (34.1 days compared with 29.8 days; p=.04), but there were no differences for other outcome measures. (Psychiatric Services 58:325—333, 2007)
A sustained training program can be used to implement IPS in systems that have had little past experience with this approach. This effort was associated with improved employment outcomes and more rapid housing placement.
http://www.nchv.org/images/uploads/Implementation_of_Supported_Employment_for_Homeless_Veterans_With_Psychiatric_or_Addiction_Disorders-Two-Year_Outcomes.pdf
Black / African American
Quasi-experimental
Read more about Implementation of supported employment for homeless veterans with psychiatric or addiction disorders: Two-Year outcomes
"Cancer survivorship and work: Symptoms, supervisor response, co-worker disclosure and work adjustment"
Rabren, K., Dunn, C., & Chambers, D.
Journal of Occupational Rehabilitation
Advances in medicine have increased people's survivorship from cancer and their ability to work both during and after treatment. However, the impact that diagnosis and treatment has on psychosocial factors that may impact an individual's ability to work is not fully understood.
This purpose of this study was to explore the impact of symptoms, work adjustments, and disclosure of one's disability to supervisors and co-workers on employment both during and after treatment.
The study was conducted in the United Kingdom via mailed questionnaire.
The participants were 328 cancer survivors. Forty five types of cancer were represented and categorized into the eight areas representing the cancers' site. This included: breast, colorectal, genital, head and neck, lymph, prostate, melanoma and other. Treatments included: oral medication, surgery, chemotherapy and radiotherapy. The majority of the participants were female (77%). The age range was between 18 to 68 years. Participants worked in a range of occupations with the majority or 54% working in skilled/operational-non manual.
A 33 item questionnaire was used to gather information about demographics, information about cancer, symptoms associated with cancer and its treatment, disclosure of cancer at work, and work supports. Multivariate logistic regressions were run to determine the association of symptoms, disclosure and work adjustments and working during treatment and returning to work following treatment
Interventions included disclosure of disability and various types of work accommodations, particularly flexible scheduling and paid leave for all medical appointments.
Thirty percent of the sample continued to work during treatment. There were no significant differences between cancer groups, type of treatment received or age groups. Flexibility with work arrangements, and disclosure were factors related to working during treatment. Working during treatment was also associated with difficulties managing fatigue. Forty two percent of the respondents returned to work following treatment. Factors related to return to work following treatment included: difficulties managing fatigue, managing the stress of cancer, managing physical changes associated with cancer, receiving advice from their doctor about work and return to work meeting with their employer.
The study adds to the scant literature on experiences of cancer survivors. Further research is needed to better understand ways to assist survivors with return to work.
Read more about "Cancer survivorship and work: Symptoms, supervisor response, co-worker disclosure and work adjustment"
Developing evidence-based supported employment services for young adults receiving public mental health services
Pryce, J., Munir, F., & Haslam, C.
New Zealand Journal of Occupational Therapy
Zealand Association of Occupational Therapists Inc.
Successful implementations of evidence-based supported employment for people with psychiatric disabilities are well documented in the USA. While international reports are informative, the differences among developed countries in terms of labour markets, health, and welfare systems, means that Australian and New Zealand experiences can best guide the introduction of evidence-based practices in the Australian and New Zealand contexts.
This report describes the application of an evidence-based practice fidelity measure to monitor the effectiveness of an expanding supported employment program for youth adults with first episode psychosis.
The setting was 4 demonstration sites where employment staff co-located within an early intervention psychosis team.
The study sample was made up of 134 individuals. Sixty four percent were diagnosed with first episode psychosis, and received services from a community based early intervention psychosis team.
The IPS Fidelity scale was applied to each site. Data was collected and scored consistent with the Fidelity Scale directions.
The intervention was the Individual Placement and Support (IPS)model of supported employment. This is a systematic approach to helping people with severe mental illness achieve competitive employment. It is based on eight principles: eligibility based on client choice, focus on competitive employment, integration of mental health and employment services, attention to client preferences, work incentives planning, rapid job search, systematic job development, and individualized job supports. Systematic reviews have concluded that IPS is an evidence-based practice
Control conditions varied across the studies. Conditions included Group skills training, enhanced vocational rehabilitation, psychosocial rehabilitation, diversified placement, train-place, sheltered workshop, brokered vocational rehabilitation, and traditional vocational services.
Both low and high scoring fidelity items helped identify practical ways to further develop evidence-based practices at each site.
Fidelity strengths and weaknesses can be identified that have implications for other sites in terms of what employment consultants can most constructively do in context of the restraints of their immediate environment.
Native Hawaiian / other Pacific Islander
Read more about Developing evidence-based supported employment services for young adults receiving public mental health services
Using telehealth interventions to prevent pressure ulcers in newly injured spinal cord injury patients post-discharge. Results from a pilot study
Porteous, N., & Waghorn, G
International Journal of Technology Assessment in Healthcare
Cambridge Journals
Spinal cord injuries (SCIs) are rare but catastrophic occurrences. They produce permanent changes in sensory and motor function and physical impairments that restrict mobility, often completely. Although definitive statistics are lacking, studies estimate the incidence of spinal cord injuries to range from 30 to 50 cases per million people. Because of the profound physiological impact of SCIs, those affected are at increased risk for secondary health problems. Pressure sores or ulcers have been identified as one of the most common problems.
The purpose of this study was to determine which of three approaches to care produces the lowest incidence of pressure ulcers, promotes the most effective care of sores that develop, and leads to the fewest hospitalizations in newly injured patients with spinal cord injury after discharge.
The sample included 37 individuals with newly acquired spinal cord injury.
All three groups were surveyed every 2'Äì3 months about doctor, hospital, and emergency room visits, calls to the Shepherd Center helpline, ulcer occurrences and characteristics, and employment status. Data on participant characteristics were analyzed using the Kruskal-Wallis rank sum test and k-sample chi-square tests for continuous and categorical variables. Outcome data were analyzed using Friedman' test to investigate response differences for multiple treatments applied to a series of subjects.
The intervention was Telehealth care services. This included video intervention and telephone support.
The comparison condition was standard care.
The video group had the greatest number of reported and identified pressure ulcers. Differences in health care utilization between the video and telephone telehealth groups were small. The standard care group reported the lowest number of pressure ulcers and lowest frequency of health care utilization. Substantial differences existed in employment rates before and after injury. The video group had the lowest pre-injury rate of employment and the highest post-injury rate of employment.
Tracking pressure ulcer incidence, particularly stage I sores, is difficult. Self-report is likely to lead to substantial underreporting. Similarly, self-report on health care utilization over extended periods may lead to undercounting of encounters. Telehealth interventions appear to improve ulcer tracking and management of all ulcer occurrences. Video interventions may affect outcomes, such as employment rates, which are not conventionally measured.
Read more about Using telehealth interventions to prevent pressure ulcers in newly injured spinal cord injury patients post-discharge. Results from a pilot study
Investigation of factors related to employment outcome following traumatic brain injury: A critical review and conceptual model
O'Brien, L.
Taylor & Francis Ltd
Employment outcomes post traumatic brain injury (TBI) result in a financial and social burden. In addition, unemployment may impact the individual's quality of life and emotional well being. The ability to predict vocational outcome using evidenced based guidelines can assist with rehabilitation planning, development of vocational support services and the role adjustment of the individual with a TBI and his or her family members.
A review of the literature to identify key variables associated with positive employment outcomes post TBI can pave the way for future research and the development of rehabilitation practices.
Eighty five studies were identified between 1980 and 2003 that reported on factors associated with employment outcomes post TBI. Among those fifty studies met the inclusion criteria for the second stage review. The criteria used to evaluate and rate the quality of methodology for each study was adapted on guidelines by Sherer 2002 and Pengel et. al. 2003.
The review highlights demographic, injury and neuropsychological factors associated with return to work. It also examines interventions that focus on modifying the social environment in addition to emotional and metacognitive factors. A conceptual model is presented that outlines the factors associated with employment outcomes.
No control or comparison
The most consistent predictors and indicators of employment outcomes included premorbid occupational status, functional status at discharge, global cognitive functioning, perceptual functioning, executive functioning, involvement in vocational rehabilitation services and emotional status. The authors note that although the presence of specific characteristics may be a predictor for failure to return to work the absence of a factor does not guarantee return to work.
There is little evidence to support cognitive rehabilitation. The most successful programs target problems with motivation and emotional disturbance. Interventions to modify the social environment need to occur on multiple levels. A person's preferences for employment impact job retention. Supported employment has been described however, further evaluation of outcomes is needed. At a policy level a major barrier exists in the current service delivery system in which individuals do not have access to long term rehabilitation or specialized vocational support. Changes in public policy and funding could improve service delivery. Developing disability management programs may also assist those at risk for chronic unemployment post TBI.
The review of literature reported that the level of empirical support for employment outcome was greatest for: premorbid occupational status, functional status at discharge, global cognitive functioning, perceptual functioning, executive functioning, involvement in vocational rehabilitation services and emotional status. Future research is needed to determine the role of metacognitive, emotional and social environment factors that can be modified with various interventions. Interventions need to be evaluated to determine evidenced based practices.
Read more about Investigation of factors related to employment outcome following traumatic brain injury: A critical review and conceptual model | [
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I got this snazzy little book 2 Christmas's ago. I've never been able to keep up a journal or anything of the sort. Though I'm on my second year of this journal and going strong!
I am always making lists and leaving myself notes and I have never been able to keep up with a diary. THis would be perfect for me!
wow this is the best idea ever! i really want to get one because i am exactly like you...i always have the intension of writing a diary but that only lasts for a few days.
Good to know I'm not the only one making lists of all kinds of things. That notebook is so cute!
I love making lists too. That book is such a clever idea!
Wow, I love that! What a great idea and what a cute little book!
this is SUCH a good idea!!!!! I used to be SO good at keeping a journal...ehhh not so much anymore! Its so important tho! I just found your blog...I LOVE IT!
I love this idea. Kind of a diary for easily distracted people (like me).
this seems like such a great idea! how much was it??
Hi Jinling Jade - I paid £9.84 plus postage, which if you split the cost over five years works out to be £1.97 a year. Bargin!!!
Thanks for all of your great comments. | [
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Preview: For this upcoming match from Champions league European, between Manchester Utd and Paris SG the tipster drzakladjenje will not pick the winner as this prediction is all about the total number of goals. Saying that, the tip for 12.02.2019 is the number of goals will be Over 0.5 in the 1st Half, scored by Manchester Utd and Paris SG together. The tipster stakes 36 at the odds of 1.36 given by OddsRing. From this bet, drzakladjenje can make a possible profit of 12.96.
I can see here game with over 0.5 first half. I cant see PSG to come in England and defend. Mbape and Cavani are two great attackers. On the otehr hand, Manchester United is new team under new manager. Pogba and Rashford and many other players are in excellent form. So if you ask me, I can see here goals and at least one in the first half. over 0.5 first half! | [
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Well, I was in Ho Chi Minh City on a business trip and guess what I found out? There are no McDonald's in Vietnam! Not a single one. Asking the locals confirmed it but he doesn't know why. There's only one or two KFC in the city. I saw one KFC and was tempted to try it but I was in a taxi and just finished lunch and could not ask the cab to stop. But goodness.. no McDonald's! Is it because of anti-American sentiment or just that Vietnamese don't like burgers? I have no idea.
Coincidentally DroolMan is in HCMC too and he will be here for two weeks. What's bizarre is that we both stay in the same hotel! We didn't know about our trips and yet we stay in the same hotel. How about that for coincidence! I found out that he's going to HCMC from his FB status. We met up for breakfast every morning and if time permits and I am not too burnt out, we meet up for coffee at night. It's like the old times - mamak - but in a 5-star hotel under the comfort of air conditioning.
I love pho - it's Vietnamese beef noodles soup. We have pho in Malaysia too served by Vietnam Kitchen in 1U. What I found out in this trip is that the Vietnamese eat pho with yau char kwai. Yup, that oily pastry Malaysians (and Hongkies) eat with porridge. Vietnamese eat yau char kwai with pho. And it taste ABSOLUTELY delicious! They called it "yau char kweiii". The local thinks it's a Chinese influence. The first time I had pho was with Rotitelur in a Vietnamese restaurant in Las Vegas. She introduced me to pho with fish-sauce. It's strangely delicious. Hmm, maybe I should go for more pho tonight.
Oh, they use the same plug point as Malaysia - strange considering this was a French colony.. wait.. does France use the same plug point? I couldn't remember..
Ringgit! There are a lot of bureaucreacy in Vietnam. Also, it's consider a new developing country, hence, it's still going thru changes. For example in India, the Mcdonald only starts growing like 4-5 years ago. KCF was even banned by govt one time because tandoori chicken are tastier and generally Indians don't eat chicken 'skin'!! They are a lot of cultural things that you Ringgit may not know!
Agree.. I may not know the culture but in my post, I said I asked the locals. If they do not know their cultures, then what?
I remember when I travelled to Sri Lanka 10 years ago, they just had their first McDonald. I wonder how many they opened after that. | [
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It's a particularly happy Tuesday today because I have a stunning perfume to share with you, and also one to give away! Woo hoo! Versace Eros Pour Femme has just launched in House of Fraser yesterday, and I was literally like a kid in a candy shop when the sample arrived with me last week. Just look at the bottle! I don't think I've ever seen a perfume bottle as beautiful as this – featuring Versace's signature Medusa head in relief and a Greek key motif around the edges, this stunning high shine bottle would just look gorgeous on any dressing table.
So what's the fragrance about?
Well the Eros fragrance is nothing new. The mens' version has been around since 2012, and finally Versace has got around to launching the new Eros Pour Femme. If you're not into Greek mythology, Eros is actually the God of love, '…and the goal of the Eros Pour Femme campaign was to present that Eros was seduced and to suggest the strength of a woman' stated Donatella Versace. The faces of the campaign are Brian Shimansky and the gorgeous Lara Stone – what a beaut!
Well it smells gorgeous! Eros Pour Femme includes top notes of lemon, bergamot and pomegranate, middle notes of jasmine, peony and lemon flower, and base notes of ambrox, sandalwood and musk. It opens with beautiful and bright Sicilian lemon, Calabrian bergamot and pomegranate accords, with a heart of lemon, sambac jasmine absolute, jasmine infusion and velvety peony. The base incorporates sandalwood, mysterious ambrox, musk and various sensuous woody notes. I love this perfume, it's definitely one I'll be purchasing again and again.
Versce Eros Femme is currently available from House of Fraser starting at £50.00.
What a beautiful bottle that is, would love to try it.
What a beautiful bottle – this looks gorgeous!
Possibly one of the best perfume bottles I've seen. My mum collects all the bottles that stand out like this or something like the couture edition of Valentine Rock n Rose so should I win I think I'll just give it as a Mothers day gift.
Great giveaway – I love Versace perfume!
Looking for a new perfume – mine no longer easily available. Wonder if this could be it?
This is crazy. I literally just came home from a day out with my best friend and I tried this perfume on and told her "I NEED THIS IN MY LIFE".
Great giveaway, I need a new perfume!
I'm really curious for this fragrance. Thanks!
This perfume looks so good! I've never tried it before but I LOVE perfumes, I drive my boyfriend mad by spending ages in Debenhams smelling them so this would have pride of place on my perfume shelf!
I've never tried a Versace perfume but it looks fab!
The bottle is really pretty! It has a vintage feel to it. Thanks for the chance. | [
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Latest news from North Yorkshire County Council
Highways service leads the way in cutting energy consumption
This story was published 23 January 2023
New lighting has been installed at highways depots in North Yorkshire as part of a commitment to reduce energy use and tackle climate change while also protecting the natural environment.
In a bid to improve energy efficiency, we have replaced all standard light fittings at our network of highways depots with LED lighting.
The new technology has been introduced in the depots' salt barns and workshop areas, as well as outside in the maintenance yards and car parks.
The move is set to make tens of thousands of pounds in savings by reducing the amount of energy used and helping alleviate pressure on council budgets amid the rising cost of bills.
While the new lighting will help cut energy bills, efforts have been made to ensure that it does not impact on the environment, especially at night.
Both the North York Moors and Yorkshire Dales National Parks were awarded International Dark Sky Reserve status in 2020 because of the low levels of light pollution.
The International Dark-Sky Association granted Reserve status to both areas, which combined cover more than 1,350 square miles of northern England.
It was by far the biggest such announcement in the UK and represented one of the largest areas in Europe to be simultaneously designated.
It meant the Dales and the Moors joined an exclusive club of other locations such as the Grand Canyon and Death Valley National Parks in the United States of America, Mont-Mégantic National Park in Canada and NamibRand Nature Reserve in Namibia with similar protection.
The new external LED lighting at the highways depots, several of which are located in deeply rural locations, is a direct replacement of existing fittings to maintain the same level of brightness.
At the depot in Thirsk, which sits on an industrial estate on York Road, the 96 existing lights were replaced with 32 LED alternatives.
Based on six hours a day usage, it is anticipated to generate annual savings of £6,319, and annual carbon dioxide reduction of 5,835kg. The cost of the works was £15,000, and this is set to be paid back in under two-and-a-half years.
Executive member for climate change, Cllr Greg White, said: "We want to ensure that we play our part in tackling the international climate emergency and we know that the installation of energy-efficient LED lighting is a great step to achieving this goal.
"The installation promises huge savings in the long-term. The reduced number of LED light fittings required will save on current maintenance costs, and we anticipate the payback period to be a few years at all of the depots."
North Yorkshire has seven primary highways depots and its salt barns have a capacity for about 55,000 tonnes of salt, which is bought locally from Boulby Potash Mine, near the coast on the outskirts of Staithes. The county council's fleet of 79 gritters treat almost 3,000 miles – 54 per cent – of the total road network and in a typical season make 6,600 runs.
NY Highways, which was created in June 2021 to give the county council greater control and flexibility over its highways service delivery in the management of one of the largest networks of roads overseen by a local authority in England, recently invested more than £2million in new gritters for its modern fleet including two electric-bodied gritters.
The executive member for highways and transportation, Cllr Keane Duncan, said: "We employ hundreds of staff in the highways department to ensure the smooth delivery of our highways service. Our gritting crews go out in all weathers and at all hours so good lighting is essential to day-to-day operations.
"This is just another example of how we are moving to a more environmentally-friendly way of working. It's been a large-scale project for our officers to carry out, but it is a worthwhile investment as we will see huge cost savings for years to come."
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© 2023 North Yorkshire County Council
The county council provides services across North Yorkshire including Harrogate, Ripon, Scarborough, Whitby, Northallerton, Thirsk, Selby, Tadcaster, Malton, Pickering, Richmond, Skipton and more. | [
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Home > Our research > Solar system > Exobiology
COSAC/Rosetta
SAM / MSL
Exobiology : what are the relations between our solar system and its embedded life ?
Exobiology (or astrobiology) is the science which is devoted to the study of life in the universe. This includes the study of life itself, its evolution and its distribution in the universe, but also the conditions and the processes which allowed the emergence of life on our planet, or elsewhere in the universe. Therefore, this science is obviously a pluridisciplinary one, meaning that it requires the skills from both biologists, physicists, chemists and geologists.
IPSL is involved in this field of research with the main objective to study the distribution of the organic matter, and its evolution in the solar system. These information are very important to understand how the components of life can have been put together Earth, to lead to the formation of the first living organisms by a chemical evolution. They could also allow the discovery of extraterrestrial life forms, either past (Mars ?), or present (Europa ?). It must finally underline that IPSL is involved in researches connected to exoplanets, either for their detection, or for the study of their atmospheres, that telescopes will be capable to probe in a very near future.
The methods used for these studies are essentially : (1) measurements from planetary orbits, or in situ (meaning directly in the environment studied) with instrumentation onboraded in space probes; (2) numerical modeling; (3) laboratory simulations.
The surface of Titan as seen by the Huygens probe during its descent, which shows striking similarities with Earth landscapes
© ESA DISR/Huygens
The main environments studied in the frame of exobiology at IPSL are Titan, the largest plus satellite of Saturn, which hosts a dense atmosphere mainly composed of N2 and CH4; Mars, which could have evolved like the Earth during the first billion year of its existence; Phobos, the largest satellite of Mars, which is certainly an asteroid captured by the Mars gravity; and comets, which are important because they probably "imported" on Earth volatiles which compose the oceans and atmosphere of the primitive earth, but also organics which could have been involved in the prebiotic chemistry.
To conclude, IPSL is also involved in the animation of the french community implied in exobiology, through its participation to Groupe De Recherche en Exobiologie of CNRS (GdR Exobiologie), also recognised at the international level.
Author : Cyril Szopa
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] |
Medical policies are a set of written guidelines that support current standards of practice. They are based on current peer-reviewed scientific literature. A requested therapy must be proven effective for the relevant diagnosis or procedure. For drug therapy, the proposed dose, frequency and duration of therapy must be consistent with recommendations in at least one authoritative source. This medical policy is supported by FDA-approved labeling and nationally recognized authoritative references. These references include, but are not limited to: MCG care guidelines, Hayes, DrugDex (IIb level of evidence or higher), NCCN Guidelines (IIb level of evidence or higher), NCCN Compendia (IIb level of evidence or higher), professional society guidelines, and CMS coverage policy.
• Anti-idiotype vaccine, consisting of monoclonal antibodies with specificity for tumor antigen-reactive antibodies.
At the present time, no preventive melanoma vaccine has received approval from the United States (U.S.) Food and Drug Administration (FDA). Melanoma vaccines are currently available only in clinical trials in the U.S.
Hodi et al. (17) performed a phase 3 study of ipilimumab, an agent that blocks cytotoxic T lymphocyte-associated antigen 4 to potentiate an antitumor T cell response. This agent was administered in a 3-arm study comparing ipilimumab to ipilimumab with gp100 peptide vaccine to gp100 peptide vaccine alone. Ipilimumab, when used alone or with gp100, exhibited improved OS compared with gp100 alone in patients with previously treated melanoma. Ipilimumab has subsequently been approved by the FDA for this use.
TABLE 1: Phase III randomized, controlled, clinical trials of vaccine therapy evaluating cancer outcomes.
DFS and OS showed no statistically significant differences.
Trial closed after interim analysis indicated GMK inferiority.
COMMENT: Patients with 2 or more HLA matches showed improved PFS .
Recurrence-free and OS not statistically improved in vaccine patients.
Trial closed after interim analysis indicated Canvaxin® inferiority.
Trial closed after interim analysis showed lack of efficacy.
No survival advantage but fewer adverse events in patients on vaccine.
No survival advantage in patients on vaccine.
Ipilimumab showed improved OS with or without GP100 compared to GP100 treatment alone.
Objective response and increased in patients on vaccine and IL2 treatment.
Table Key:DFS: disease free survival; PFS progression free survival;OS: overall survival; HLA: human leukocyte antigen; IL-2: interleukin-2: BCG: Bacillus Calmette-Guerin.
A review of ClinicalTrials.gov identified no new studies that address preventive melanoma vaccines.
Despite considerable interest and numerous studies over the past 20 years, to date, no preventive melanoma vaccine has been approved by the FDA. One randomized, controlled trial (RCT) of a gp100 melanoma vaccine has reported a significant increase in response rate and progression free survival (PFS), and many other trials are underway or in the planning stages. However, several other RCTs have reported no improvements in disease-free survival and overall survival (OS) rates with the use of study vaccines. Additionally, other RCTs have closed early due to inferiority of results with study vaccines. Therefore, the use of melanoma vaccines is considered experimental, investigational and/or unproven.
1. Ray S, Chhabra A, Mehrotra S et al. Obstacles to and opportunities for more effective peptide-based therapeutic immunization in human melanoma. Clin Dermatol 2009; 27(6):603-13. PMID: 19880048.
2. Cunningham TJ, Olson KB, Laffin R et al. Treatment of advanced cancer with active immunization. Cancer 1969; 24(5):932-7. PMID: 4187652.
3. Eggermont AM. Therapeutic vaccines in solid tumours: can they be harmful? Eur J Cancer 2009; 45(12):2087-90. PMID: 19477117.
4. Lens M. The role of vaccine therapy in the treatment of melanoma. Expert Opin Biol Ther 2008; 8(3):315-23. PMID: 18294102.
6. Rosenberg SA, Yang JC, Restifo NP. Cancer immunotherapy: moving beyond current vaccines. Nat Med 2004; 10(9):909-15. PMID: 15340416.
7. Livingston PO, Adluri S, Helling F et al. Phase 1 trial of immunological adjuvant QS-21 with a GM2 ganglioside-keyhole limpet haemocyanin conjugate vaccine in patients with malignant melanoma. Vaccine 1994; 12(14):1275-80. PMID: 7856291.
8. Wallack MK, Sivanandham M, Balch CM et al. Surgical adjuvant active specific immunotherapy for patients with stage III melanoma: the final analysis of data from a phase III, randomized, double-blind, multicenter vaccinia melanoma oncolysate trial. J Am Coll Surg 1998; 187(1):69-77; discussion 77-9. PMID: 9660028.
9. Kirkwood JM, Ibrahim JG, Sosman JA et al. High-dose interferon alfa-2b significantly prolongs relapse-free and overall survival compared with the GM2-KLH/QS-21 vaccine in patients with resected stage IIB-III melanoma: results of intergroup trial E1694/S9512/C509801. J Clin Oncol 2001; 19(9):2370-80. PMID: 11331315.
10. Sondak VK, Liu PY, Tuthill RJ et al. Adjuvant immunotherapy of resected, intermediate-thickness, node-negative melanoma with an allogeneic tumor vaccine: overall results of a randomized trial of the Southwest Oncology Group. J Clin Oncol 2002; 20(8):2058-66. PMID: 11956266.
11. Hersey P, Coates AS, McCarthy WH et al. Adjuvant immunotherapy of patients with high-risk melanoma using vaccinia viral lysates of melanoma: results of a randomized trial. J Clin Oncol 2002; 20(20):4181-90. PMID: 12377961.
12. Morton Dl MN, Thompson JF et al. An international, randomized phase III trial of bacillus Calmette-Guerin (BCG) plus allogenic melanoma vaccine (MCV) or placebo after complete resection of melanoma metastatic to regional or distant sites. J Clin Oncol 2007; 25(18S):8508.
14. Testori A, Richards J, Whitman E et al. Phase III comparison of vitespen, an autologous tumor-derived heat shock protein gp96 peptide complex vaccine, with physician's choice of treatment for stage IV melanoma: the C-100-21 Study Group. J Clin Oncol 2008; 26(6):955-62. PMID: 18281670.
15. Schwartzentruber DJ LD, Richards J et al. A Phase III multi-institutions randomized study of immunization with the gp100.209-217 (210M) peptide followed by high-dose IL-2 compared with high-dose IL-2 alone in patients with metastatic melanoma. A Phase III multi-institutions randomized study of immunization with the gp100.209-217 (210M) peptide followed by high-dose IL-2 compared with high-dose IL-2 alone in patients with metastatic melanoma. ASCO Annual Meeting 2009.
16. Schadendorf D, Ugurel S, Schuler-Thurner B et al. Dacarbazine (DTIC) versus vaccination with autologous peptide-pulsed dendritic cells (DC) in first-line treatment of patients with metastatic melanoma: a randomized phase III trial of the DC study group of the DeCOG. Ann Oncol 2006; 17(4):563-70. PMID: 16418308.
17. Hodi FS, O'Day SJ, McDermott DF et al. Improved survival with ipilimumab in patients with metastatic melanoma. N Engl J Med 2010; 363(8):711-23. PMID: 20525992.
18. Schwartzentruber DJ, Lawson DH, Richards JM et al. gp100 peptide vaccine and interleukin-2 in patients with advanced melanoma. N Engl J Med 2011; 364(22):2119-27. PMID: 21631324.
19. Chi M, Dudek AZ. Vaccine therapy for metastatic melanoma: systematic review and meta-analysis of clinical trials. Melanoma Res 2011; 21(3):165-74. PMID: 21537143.
20. Garbe C, Eigentler TK, Keilholz U et al. Systematic review of medical treatment in melanoma: current status and future prospects. Oncologist 2011; 16(1):5-24. PMID: 21212434.
21. Chapman PB. Melanoma vaccines. Semin Oncol 2007; 34(6):516-23. PMID: 18083375.
22. Gajewski TF. Molecular profiling of melanoma and the evolution of patient-specific therapy. Semin Oncol 2011; 38(2):236-42. PMID: 21421113.
23. National Comprehensive Cancer Network. Clinical Practice Guidelines in Oncology, Melanoma (v1.2017). Available at: <http://www.nccn.org>. Accessed November 30, 2016.
24. Melanoma Vaccines-Archived. Chicago, Illinois: Blue Cross Blue Shield Association Medical Policy Reference Manual (2015 August) Medicine 2.03.04.
1/15/2017 Document updated with literature review. Coverage unchanged. | [
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Online shopping has made it easier to get nearly everything you want and need delivered right to your own door–no muss and no fuss. You don't have to fight crowds at the stores and you can often get great bargains online that aren't even available in the same store you may be shopping from.
Not only can you find online only deals and sales, but you can also find coupon codes strictly for online usage from all sorts of manufacturers and businesses. With apps like RetailMeNot you can get instant access to all of the latest online coupons and deals right to your smartphone.
If you are an electronics and gadget addict you can also find apps that give you updates on what's on sale and who has the best deals. You may want to get the newest gadgets when they come out, which requires knowing which stores have the best prices.
You never need to enter into a store again to get the electronics you want, and you can find great reviews online to help you determine which ones are best for your wants and needs.
Who buys videos and CDs anymore when you can watch all of your favorite shows and download all of your favorite music. You can find deals with VUDU on your favorite movies and get bargains on music from iTunes.
If you do buy your favorite movies on BluRay it's possible for them to come with a free download code, so even if you decide to move on from that clutter you can still easily have access to your movies online.
For some people shopping online can seem like a hassle when it comes to buying new clothing. You probably worry about needing to return the item if the size isn't right. And, it seems like every clothing maker uses a different size guide.
One great way to get online clothing deals, and have the luxury of sending them back if you don't like them or they don't fit right, is to sign up with a subscription box type service, like Gwynnie Bee. With this service for a monthly fee you try a certain amount of clothes, return the ones that don't suit you and pay for the ones you love.
If you have an artist or crafter in your life you can find some great deals in these fields that really do beat the indoor prices. It's as simple as a quick search for cheap art supplies.
As far as crafting for children goes, find the best deals on bulk crafts through Oriental Trading company. While some of their items are of lower quality, the majority, especially in the craft department, are great and fun, and cheap.
You can find great deals on vintage jewelry on many online auction sites, and you may even find what looks to be good deals on modern jewelry pieces. However, if you want to find quality products you need to make sure you find a good jewelry store to shop from.
There are great deals on amazing colored diamonds for engagement rings and more at Front Jewelers. They are one of the best places online to find good deals on high quality jewelry and high quality diamond cuts.
Many people are turning to online grocery shopping now. Some mass online retailers offer subscription services that give you free shipping and supply bulk foods. This is a great way to get bargains on shelf stable items.
If health food is your thing you know that it is not cheap. For those that have to be on a special diet, like Gluten free, you know that the grocery bill can add up quickly, but you can find great online bargains through shops like Thrive Market.
As you can see, online shopping is a great way to save money and get the best deals. Not only can you get bargain prices, but you also save money and gas and wear and tear on your vehicle. | [
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Although the Jervis Bay Territory is not geographically a part of the Australian Capital Territory the laws of the Territory apply to Jervis Bay by virtue of the Jervis Bay Acceptance Act 1915 (Cth) - so far as they are applicable and providing that they are not inconsistent with an Ordinance made for the Territory.
Each court of the ACT has jurisdiction in and in relation to Jervis Bay as if it formed part of the ACT.
The Magistrates Court sits at Jervis Bay on a regular basis.
The Jervis Bay Court may be contacted through the Jervis Bay Administration Office on (02) 4442 1217. Office hours are 8:30 am to 5:00 pm, Monday to Friday. Postal address is Jervis Bay Court, Village Road, Jervis Bay, JBT 2540. | [
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Man misidentified in hospital loses disability, Medicaid payments after being declared dead
Posted: Wed 10:35 PM, Jun 19, 2019
CHICAGO (WBBM/CNN) - A Chicago man is now fighting for his social security and disability benefits after a mix up incorrectly declared him dead.
Alfonso Bennett was alive and well while his sisters were planning his funeral because they thought he was dead. Bennett is now fighting to get his disability and social security payments. (Source: WBBM/CNN VAN)
It started with a traffic accident on April 29.
A man with fatal injuries was erroneously identified as Alfonso Bennett who was alive and well.
Bennett's sisters even waited at the man's bedside.
They were overjoyed when they found out their brother was still alive but that wasn't the end of the story.
Bennett said he was home on that April morning.
That was the same time Chicago police were called to 4732 South Wabash to find a naked, unresponsive man under a vehicle.
The man's face and body were badly beaten.
"Unbelievable," Bennett said. "No. Couldn't have been. I'm here with you now.'"
A person at the scene captured on police body camera told officers the man's name was Elijah Bennett.
Police ran that name through a database for a face match.
They found no Elijah, but did find an Alfonso Bennett.
Police gave the mugshot to Chicago's Mercy Hospital.
Bennett's sisters stayed by the man's side at the hospital until he died.
"We said that doesn't look like our brother," said Brenda Bennett-Johnson.
He would later be identified through fingerprints as Elisha Brittman.
"Our hearts go out to the Brittman family because we were by his side," Bennett-Johnson said.
Bennett said fingerprints should have been taken from Brittman.
"With this person being unrecognizable, identifiable fingerprints should have been taken at that time to identify precisely who that gentleman was," Bennett said.
Chicago police said there was no need and no request by the family to do fingerprints because they had identified the man in ICU as their loved one.
Bennett's sisters would learn he was alive when he showed up at a sister's house just days before the funeral they had planned for him.
"I'm looking at them like 'wow,'" Bennett said. "I'm ready to barbeque or something and they're looking at me like I'm a ghost."
He became emotional when talking about his sisters by the man's bedside.
"I understand that, and I feel that and that's a very detrimental feeling to have about someone that you know," he said.
Bennett is now fighting to get his disability and social security payments.
He's also dealing with Medicaid which is charging him for the deceased man's hospital stay.
Copyright 2019 WBBM via CNN. All rights reserved.
Wisconsin woman dies after leaving emergency room after long wait, family says
NC dog gives birth to lime green puppy who family names Hulk | [
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WTA Finals: Peng/Hsieh partnership on verge of perfect end
Peng Shuai (left) celebrates with doubles partner Hsieh Su-wei after winning their WTA Finals semi-final clash with Alla Kudryavtseva and Anastasia Rodionova. ST PHOTO: MARK CHEONG
https://str.sg/3hcM
Defending WTA Finals doubles champions Peng Shuai and Hsieh Su-wei can end their partnership on a high today at the BNP Paribas WTA Finals.
They made their second consecutive final in the season-ending tournament after defeating Alla Kudryavtseva and Anastasia Rodionova 6-1, 6-4 in their semi-final clash yesterday.
The duo will be up against Sania Mirza and Cara Black, who beat Kveta Peschke and Katarina Srebotnik 4-6, 7-5, 11-9 in a thrilling encounter.
Down 6-9 in the third-set tie-break, Mirza and Black somehow drew level before taking the match.
But Hsieh and Peng are odds on to retain their title, given how they breezed through the quarter-finals and semi-finals without dropping a set.
In August, the pair announced they were splitting up after the Singapore tournament, bringing to end one of the most successful doubles partnerships in recent times.
They have 12 WTA Tour doubles titles under their belt, including two Grand Slams - the 2013 Wimbledon and this June's French Open.
Interestingly, Hsieh will team up with Mirza from next season.
Peng will join forces with Czech Republic's Andrea Hlavackova, with whom she won the recent China Open doubles title with.
Chua Siang Yee | [
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Following the recent news in Israel has been so disorienting. The conflict between Israel and Gaza has a long, complicated history, but is one that I thought I was somewhat familiar with. However, the comments on social media I've been reading this week seem to be based on an entirely different narrative. What is going on?
I've started writing this blog post a few times this past week but couldn't find the right words.
I don't claim to be an expert on the issue so I've been hesitant to respond on social media, but as the situation turns worse and worse, I feel like I need to say something on the chance that somebody who is searching to find their own truth on the matter will come across this and at the very least attempt to understand a different viewpoint.
Fortunately at this very moment, the cease-fire between the state of Israel and Hamas is still holding so Hamas isn't shooting rockets into Israel and there are no sirens sending Israel's civilians into bomb shelters, which happened for 11 days. In response, Israel isn't retaliating.
Meanwhile, around the world, repercussions from the most recent conflict is still being felt as pro-Palestinian rallies are being held across the world and Jews are being attacked on the street in Los Angeles and New York and in other countries.
Like I mentioned above, the history of the region is a complicated one. Despite the fact that Israel is such a young country – it just turned 73 years old – and there are people still alive on both sides who were alive when it became a state and for all the wars since – there appears to be two completely different versions of history.
It's not entirely surprising, especially after this past year when there seemed to be two different realities co-existing in the U.S. between both the pandemic and the 2020 election, and with the existence of "fake news" and Holocaust deniers. But it is alarming because the two versions of history are causing so much pain and violence today.
I've seen posts that imply that Palestinians lived in Palestine (without noting that these people living in Palestinian were both Arabs and Jews or acknowledging that there was never an independent Palestinian state) and then the British gave Zionists land and the Zionists kicked out the Palestinians who lived there (despite being welcomed with open arms, according to one narrative) and in surrounding areas and aggressively did so again in 1967, capturing more land and murdering thousands and now they are trapping Palestinians in Gaza and now Gazans are living horrible lives because of Israel. Some even claim that Israel is committing genocide. (Despite the fact that the definition of genocide is "the deliberate killing of a large number of people from a particular nation or ethnic group with the aim of destroying that nation or group" and the number of Palestinians has actually increased significantly.)
However the above narrative is different from the history I was taught, which I'll share below. Just as I am stunned that people are rooting for the #FreePalestine movement, which I see as siding with the terrorist group Hamas that rules Gaza, I assume that people are wondering why people are supporting Israel when, in their view, the Israeli government is responsible for genocide and for apartheid. This is for those who are seeking to understand other views of the conflict and not for those who would want me and my people dead no matter what I write, but only because I exist.
There's no denying that Gazans are living in deplorable conditions and it's not right. Something needs to change because the current conditions are a humanitarian crisis. Nobody should live in those conditions and I wish the humanitarian funding that Palestinian agencies receive could change their conditions, but it appears that the money is instead going to Hamas, who is dedicated to fighting Israel and taking control of the region and is more interested in building terror tunnels and stockpiling weapons instead of helping those living in Gaza. Is there a way to establish peace and security for everyone?
Let's start way, way back to ancient Israel.
Jews always had a connection to the land of Israel, which is clear in the Torah, which is the first five books of the Bible and also the basis of Christianity and Islam. Israel is mentioned more than 2,000 times in the Torah. After the Temple in Jerusalem (the-center of worship and national identity in ancient Israel) was destroyed, the Israelites were exiled from the Jewish homeland.
Why is this significant? Years later, the Temple Mount mosque was built on the very spot where the Holy Temple was destroyed, which is one example why this area is such a source of conflict between the Jews and Muslims. When Jordan controlled the area between 1948-1967, Jews were not allowed to visit the area, but since Israel regained control of the area during the 1967 war, all religions were free to worship there.
I recently spoke to someone who lived in Israel during the 1967 war and she remembers sitting in a bomb shelter listening to a transistor radio and hearing reports of the Israeli army entering the Old City of Jerusalem. It was a very emotional time for Israelis, and even non-religious Israelis were moved at being able to visit the holy site after so many years.
It's difficult to not look at the recent conflict without taking into account the religious element of it, with both sides feeling a connection to that tiny area of land. (If you look on a map, you'll see how tiny Israel is – it's about the size of New Jersey and it's surrounded by Arab countries.) It's the only Jewish state in the entire world (compared to about 50 countries with a Islamic majority). For generations, Jews in the Diaspora dreamt about someday returning to Israel. As they were discriminated against, being forced to choose between converting to a different religion or death, being massacred and being expelled from so many different countries (including many other Middle Eastern countries), they dreamt of someday returning to their homeland.
Palestinian Arabs obviously also have a long history and a strong connection to the land as well. So you have two groups staking claim to this little strip of land. The British owned the land and in 1917 Britain pledged to create a Jewish homeland in Palestine; this public statement is called the Balfour Declaration.
In other words, there was never an independent Palestinian state, but there were Palestinian Arabs living in the area (along with Palestinian Jews, although the numbers were much smaller as much of the Jewish population was spread throughout the world by that time after the expulsion.)
The state of Israel gained independence for a little portion of land in 1948 and 24 hours later was attacked by its neighbors and captured additional land. In 1967, a Six-Day war significantly altered Israel's map, which included Israel capturing the Sinai Peninsula (which it later gave back to Egypt as part of a peace treaty), the Gaza Strip (which Israel disengaged from in 2005, removing all the Jewish residents and giving power to the Palestinian Authority), the West Bank, the Old City of Jerusalem and the Golan Heights.
And now, in Israel's 73rd year, here we are with many wars and conflicts in between.
Before the rockets starting flying once again from Gaza to different areas of Israel on May 9, a few things happened that seemed to start the recent conflict, which had to do with an altercation between police and Palestinians at Temple Mount and a real estate dispute between Israeli settlers and Palestinian families from a neighborhood in East Jerusalem, where the settlers were trying to evict the families. One report I read stated that the homes were owned by Jewish families before Jordan displaced them when they took over East Jerusalem.
Reportedly these two things are what led Hamas start shooting rockets into Israel, attacking innocent civilians of all religions and ages in Israel. Fortunately Israel has the Iron Dome, which is an air defense system that intercepts rockets that fly over Israel. It's usually successful, but it didn't catch all of the rockets and there was destruction and deaths caused by the rockets.
In order to defend its country, the IDF (Israel Defense Forces) strategically fired on areas in Gaza which its intelligence showed weapons were being stored. According to the IDF, these were not indiscriminate attacks and they gave warnings beforehand, telling people to leave the buildings. In other words, according to the IDF, their mission was to destroy the terror tunnels Hamas has built under the city that contain weapons used to attack Israelis. This differs from Hamas' goal, which is to kill as many people in Israel as they can and ideally, as their charter states, to eliminate Israel completely.
In a sane world, this would be seen as a fight against terror – especially when you note that Israel extracted all Jewish people from Gaza back in 2005 in an effort to exchange land for peace. Yet by 2006, Hamas – which is considered a terrorist group in Israel and the U.S. – was elected to govern Gaza and that hope for peace disappeared.
Although anti-Semitic acts around the world seem to increase when Israel is at war, this one feels different because this time it seems like more people are justifying anti-Semitism because Israel defended itself against attacks and I just don't understand that. Also, sadly, there was a great deal of in-fighting within Israel this time, including in cities that were known for having strong Arab-Jewish relations.
Although I get that there are people who feel like the state of Israel should have never existed, for whatever reason, do they also agree that it's justifiable to attack Israeli civilians or Jews around the world because of the connection they may feel to their Jewish homeland?
Are those people who see it as a social justice issue as vocal about what has been happening in Syria or in other countries? Why only focus on Israel? For such a small country, it has accomplished so much. Israel is known as the start-up nation and its medical and technology innovations have improved the lives of people throughout the globe. Yet these days it has become the villain of the world stage for defending itself against terror attacks. What other country gives warnings for people to evacuate a building beforehand during a time of war?
One argument I've seen posted is the checkpoints that Palestinians need to go through in order to enter Israel and the border wall set up to prevent them from coming into Israel. After a number of suicide bombings – where Palestinians would come into Israel and then blow themselves up in buses and restaurants, killing innocent civilians – Israel needed to do something to help prevent this. Although the situation is obviously different, it's similar to the safety precautions we now need to take at American airports before getting on a plane after 9/11.
Why are supermodels chanting the Hamas slogan of "From the river to the sea (Palestine will be free)"? Are they really advocating for the destruction of Israel and wiping Jews off the Earth? Because that's essentially what they are advocating for. (For instance this video where Hamas leaders say it in their own words.) Do they believe that the violence from Hamas is justified? That if Israel evacuated the West Bank as they did Gaza that all of a sudden there would be peace and that the Palestinians' leaders would then take care of their people? If Hamas is calling for the destruction of Israel, would it make any difference if Israel were to remove all the Jewish people living in the West Bank? Judging from what happened in Gaza, it doesn't seem like they'd live up to their part of the bargain of land for peace.
Do the people living in Gaza understand that most of world Jewry pray for a different situation for them (at least the people I know)? That the ideal situation would be for both the Israelis and the Palestinians to live together in peace and prosperity?
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Foodservice operators opened 2,872 net new units in the year ending March 31, as even independent operators saw a net increase in locations. The data from The NPD Group, apparently signals the end of the Great Foodservice Recession when it comes to unit growth. The new ReCount report, which counts commercial restaurant locations open in the U.S. in the spring and fall each year, tallied 592,960 total restaurant units in the country.
The Port Washington, N.Y.-based research firm also said restaurant visits for the year ending in May rose 1% while consumer spending increased 2%.
"With improvement in restaurant visits and spending, restaurant operators, especially in the quick service segment, are more willing to invest in new locations," said Greg Starzynski, director, product management, NPD Foodservice.
Independent operators added 984 new net units during the spring period, NPD said, the first increase in independent units since '09. Independents shed 942 units in '10 and another 1,331 locations in '11, according to revised NPD numbers. There are, as of March 31, 320,193 total independent units in the country. Chain operators added 1,888 net units during the period, for a total of 272,367. Chain operators continued to add net new units throughout the recession, NPD data shows.
NPD said most of the new units were quick service in format; 2,275 new quick service restaurants were added, with the remaining 597 new locations full service operations. There are now 315,401 total QSRs and 277,159 FSRs.
Remarkably, the revised ReCount data shows that the total number of restaurants in America never declined during the downturn, the most severe foodservice recession in more than 65 years. Still, in the spring '11 ReCount census, only 19 net new units were counted. | [
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] |
Some kids play soccer. Others play chess. For me, competing in spelling bees is important because I am passionate about linguistics and it helps me improve my vocabulary.
My journey started in kindergarten, when I won second place in the school competing against fifth graders. My parents realized I had a penchant for spelling. I won in third grade on my first try and went to my first regionals. I was the youngest and the center of attention. I was clenching my dad's hand and asking him why everyone was staring at me. When I got on stage, I was scared, but managed it.
When I misspelled my second word, I was extremely upset for the next few days. That failure, however, pushed me to work harder. The next year, I placed fifth at the regionals. In 2015, I reached my goal: I won the regional bee and went to nationals in Washington, D.C.
We all gathered in a magnificent ballroom where Paige Kimble, the National Spelling Bee director, explained the schedule for the week and how we were each one in a million. The next day was a barbecue. Activities included sand art, face painting and dancing. It helped calm my nerves down.
Day 1 of competition started with the preliminaries. I had been watching Jacques Bailly pronounce words at nationals since first grade, so it was a dream come true to see him in person. I had seen the spelling stage on TV, but it was a radically different experience to be there. As I approached the microphone for my first word, I took a deep breath and got ready.
"Your word is, 'picaresque,' " Bailly said. The word was familiar. I asked for all the information, and spelled it correctly. When the results were announced the next day and I had made it to the semifinals, I was in ecstasy. But I hardly had time to breathe. I had to rush to the semifinals test. It was hard, but I advanced to finals – the top 10.
Finally, the big day was here. All the finalists had a special interview with ESPN, and a professional hair and makeup session. I felt like a celebrity. I stepped on stage, spelled my first two words right, but misspelled my third. That placed me fourth. I was disappointed but thankful I had another year to try again.
The week, however, wasn't over yet. The next day, we toured Washington and had an awards banquet. Bailly gave a speech honoring our hard work. I felt special.
I returned home with the determination to go back next year and do better. I made it back to nationals in 2016, and proudly ended my spelling bee career as runner-up with the satisfaction that I represented Folsom the best I could.
I will be there Thursday night for the 2017 nationals as a spectator, encouraging my friends and other students.
Snehaa Ganesh Kumar will be a sophomore at Vista Del Lago High School in Folsom and coaches spellers at Hexco Academic.
Painting the Delta
Homeless in Sacramento
Real political discourse happens in primaries. And young voters should have a say
By Ryan Beam Special to The Sacramento Bee
California moved its primary from mid-June to early March in 2018 to play a greater role in choosing presidential candidates. It's time to extend that role to voters who turn 18 in the lead-up to Nov. 3, 2020.
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California's kids deserve healthy lunches. Here's how better food can save the planet | [
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The 8th Division was an infantry division of the Australian Army, formed during World War II as part of the all-volunteer Second Australian Imperial Force. The 8th Division was raised from volunteers for overseas service from July 1940 onwards. Consisting of three infantry brigades, the intention had been to deploy the division to the Middle East to join the other Australian divisions, but as war with Japan loomed in 1941, the division was divided into four separate forces, which were deployed in different parts of the Asia-Pacific region. All of these formations were destroyed as fighting forces by the end of February 1942 during the fighting for Singapore, and in Rabaul, Ambon, and Timor. Most members of the division became prisoners of war, waiting until the war ended in late 1945 to be liberated. One in three died in captivity.
History
Formation
The 8th Division began forming in July 1940, with its headquarters being established at Victoria Barracks, in Sydney. The division's first commander was Major General Vernon Sturdee. The third division raised as part of the all-volunteer Second Australian Imperial Force, the formation was raised amidst an influx of fresh volunteers for overseas service following Allied reverses in Europe. Consisting of around 20,000 personnel, its principal elements were three infantry brigades, with various supporting elements including a machine gun battalion, an anti-tank regiment, a divisional cavalry regiment, and engineer, signals and other logistic support units. Each infantry brigade also had an artillery regiment assigned.
The three infantry brigades assigned to the division were the 22nd, 23rd and 24th. These were raised in separate locations: the 22nd (Brigadier Harold Taylor) in New South Wales, the 23rd (Brigader Edmund Lind) in Victoria and Tasmania and the 24th (Brigader Eric Plant) in the less populous states of Queensland, South Australia and Western Australia. In September 1940, a reorganisation of the 2nd AIF resulted in the 24th Brigade being sent to North Africa, where it became part of the 9th Division. It was replaced in the 8th Division by the 27th Brigade (Brigadier Duncan Maxwell), which was the last 2nd AIF brigade to be formed. The division's cavalry regiment was also transferred to the 9th Division.
While it had initially been planned for the 8th Division to deploy to the Middle East, as the possibility of war with Japan loomed, the 22nd Brigade was sent instead to Malaya on 2 February 1941 to undertake garrison duties there following a British request for more troops. This was initially a temporary move, with plans for the brigade to rejoin the division, which would then be transferred to the Middle East. Meanwhile, the 23rd Brigade moved to Darwin in April 1941. The 2/22nd Battalion was detached from it and deployed to Rabaul, New Britain that month, as part of plans to deploy to the islands to Australia's north in the event of war with Japan; ill-prepared, poorly equipped and hastily deployed, they would ultimately be destroyed. The 27th Brigade joined the 22nd Brigade in Malaya, in August. The remainder of the 23rd Brigade was split into another two detachments: the 2/40th Battalion to Timor, while the 2/21st Battalion went to Ambon in the Dutch East Indies. In October 1941, the 23rd Brigade officially taken off the division's order of battle, to simplify command arrangements, which had been strained by the splitting of the division's brigades.
Malaya
As war broke out in the Pacific Japanese forces based in Vichy French-controlled Indochina quickly overran Thailand and invaded Malaya. The loss of two British capital ships, HMS Repulse and HMS Prince of Wales, off Malaya on 10 December 1941, neutralised Allied naval superiority, allowing the Japanese to perform amphibious assaults on the Malayan coast with much less resistance. Japanese forces met stiff resistance from III Corps of the Indian Army and British units in northern Malaya, but Japan's superiority in air power, tanks and infantry tactics forced the British and Indian units, who had very few tanks and remained vulnerable to isolation and encirclement, back along the west coast towards Gemas and on the east coast towards Endau.
On 14 January 1942, parts of the division went into action for the first time south of Kuala Lumpur, at Gemas and Muar. The 2/30th Battalion had some early success at the Gemencheh River Bridge, carrying out a large-scale ambush which destroyed a Japanese battalion. Following this, the Japanese attempted a flanking towards Muar. The 2/29th and the 2/19th Battalions were detached as reinforcements for the 45th Indian Infantry Brigade, which was in danger of being overrun near the Muar River. By 22 January, a mixed force from the two battalions, with some Indian troops, had been isolated and forced to fight their way south to Yong Peng. Members of the Imperial Japanese Guards Division massacred about 135 Allied prisoners at Parit Sulong, following the fighting. Lieutenant-Colonel Charles Anderson, acting commander of the 2/19th, was later awarded the Victoria Cross for his actions in leading the break out.
On the east coast, the 22nd Brigade fought a series of delaying actions around Mersing, as the Japanese advanced. On 26 January, the 2/18th Battalion launched an ambush around the Nithsdale and Joo Lye rubber plantations, which resulted in heavy Japanese casualties and briefly held up their advance allowing the 22nd Brigade time to withdraw south. Meanwhile, the remainder of the 27th Brigade waged a rearguard action around the Ayer Hitam trunk road, while the 22nd Brigade was sent back to guard the north end of the Johore–Singapore Causeway which linked the Malayan Peninisula to Singapore, as Allied forces retreated.
Singapore
As Allied forces in Malaya retreated towards Singapore, a 2,000-strong detachment of 8th Division reinforcements arrived in Singapore, including the 2/4th Machine Gun Battalion. These reinforcements were largely provided to the 2/19th and 2/29th Battalions which had suffered heavy casualties in Malaya, although most had not completed basic training and they were ill-prepared for the fighting to come. By 31 January, the last British Commonwealth forces had left Malaya, and engineers blew a hole wide in the causeway. The Allied commander, Lieutenant-General Arthur Percival, gave Major General Gordon Bennett's 8th Division the task of defending the prime invasion points on the north side of the island, in a terrain dominated by mangrove swamps and forest. The 22nd Brigade was assigned a daunting wide sector in the west of the island amidst a tangle of islets and mangrove swamps, and the 27th Brigade a zone in the north-west, near the causeway. From vantage points across the straits, including the Sultan of Johore's palace, as well as aerial reconnaissance and infiltrators, the Japanese commander, General Tomoyuki Yamashita and his staff gained an excellent knowledge of the Allied positions. From 3 February, the Australian positions were shelled by Japanese artillery. Shelling and air attacks intensified over the next five days, destroying communications between Allied units and their commanders.
At 8.30 pm on 8 February, Australian machine gunners opened fire on vessels carrying a first wave of 16 infantry battalions, totalling around 4,000 Japanese troops, towards Singapore Island, concentrating on the positions occupied by the 3,000-strong 22nd Brigade. While the artillery fired thousands of rounds in response to support calls, confused and desperate fighting raged throughout the evening. Eventually the increasing Japanese numbers, poor siting of defensive positions, and lack of effective communications, allowed Japanese forces to exploit gaps in the Australian lines. By midnight the two 8th Division infantry brigades, the 22nd and 27th, were separated and isolated, and the 22nd had begun withdrawing towards Tengah. By 1:00 am, further Japanese troops – bringing the total to 13,000 – had begun landing and as the main Australian force was pushed back towards Tengah airfield, small groups of troops that had been bypassed by the Japanese fought to rejoin their units as they had withdrawn toward Tengah airfield. Around dawn on 9 February a further 10,000 Japanese troops landed, and as it became clear that the 22nd Brigade was being overrun and it was decided to form a secondary defensive line to the east of Tengah airfield and north of Jurong.
The 27th Brigade had not yet faced an attack. However, the next day, the Japanese Imperial Guard made a botched landing in the northwest, suffering severe casualties from drowning and burning oil in the water, as well as Australian mortars and machine guns. In spite of the 27th Brigade's success, as a result of a misunderstanding between Brigadier Duncan Maxwell and Bennett, they began to withdraw from Kranji in the north. That same day, communication problems and misunderstandings, led to the withdrawal of two Indian brigades, and loss of the crucial Kranji–Jurong ridge through the western side of the island.
The Australian battalions attempted several local counterattacks as they attempted to shore up their lines. One such attack, saw the Bren carriers of the 2/18th Battalion conduct a mobile ambush. Nevertheless, the British Commonwealth forces steadily lost more ground, with Japanese penetrating to within five miles of Singapore urban centre, by 10 February capturing Bukit Timah. On 11 February, knowing that his own supplies were running low, Yamashita called on Percival to "give up this meaningless and desperate resistance". The next day the Allied lines attempted to stabilise along the Krangi–Jurong line on west side of the island, with an ad hoc battalion of Australian reinforcements being committed to hasty counterattack. This was eventually cancelled, but the battalion was not recalled, and it was later set upon by the Japanese 18th Division as the Japanese recommenced offensive actions. Meanwhile, the 27th Brigade attempted to retake Bukit Timah, but the attack was repulsed by stubborn defence from Japanese Imperial Guards troops.
On 13 February, Bennett and other senior Australian officers advised Percival to surrender, in the interests of minimising civilian casualties. Percival refused but unsuccessfully sought authority to surrender from his superiors. The following day the remaining British Commonwealth units battled on. The Australians established a defensive perimeter to the north-west of the city centre around Tanglin Barracks, while preparations were made to mount a final stand. Meanwhile, civilian casualties mounted as civilians crowded into the area now held by the Allies and bombing and artillery attacks intensified. Civilian authorities began to fear that the water supply would soon give out. Japanese troops killed 200 staff and patients after they captured Alexandra Barracks Hospital.
By the morning of 15 February, the Japanese had broken through the last line of defence in the north and food and some kinds of ammunition had begun to run out. After meeting his unit commanders, Percival contacted the Japanese and formally surrendered the Allied forces to Yamashita, shortly after 5:15–pm. Bennett created an enduring controversy when he handed over the 8th Division to the divisional artillery commander, Brigadier Cecil Callaghan, commandeered a boat and managed to escape captivity. According to Frank Owen, his lack of inspired leadership was exemplified by one of his last orders: because of lack of ammunition he issued orders that Australian gunners were only to offer artillery support in their own sector. He did not inform Percival of this order.
In the aftermath, almost 15,000 Australians became prisoners of war at Singapore, an absolute majority of all Australian prisoners of the Japanese in World War II. Due to Japanese mistreatment and neglect, many died in the prisoner of war camps, and around 2,400 Australian prisoners died in the Sandakan Death Marches. A small number were able to escape POW camps and continue fighting either by making their way back to Australia, or as members of guerrilla units (for example Jock McLaren).
Analysis of the 8th Division's performance in Malaya and Singapore has been mixed. According to Lindsay Murdoch, a classified wartime report blamed the Australians for the loss of Singapore, with reports that in the closing stages of the battle groups of Australian troops were seen heading away from battle leaderless, impossible to control and engaging in various crimes. The division's role in the defence of Singapore has also been criticised by some authors, such as Colin Smith and several others, as being defeatist and ill-disciplined. Although, others such as Peter Thompson and John Costello have argued that the 22nd Brigade was "so heavily outnumbered that defeat was inevitable", while both authors argue that tactical and strategic decisions made by Bennett and Percival, were more significant.
According to Smith, Bennett described his own troops as "wobbly" and Brigadier Harold Taylor, commander of the 22nd Brigade, told his men they were a "disgrace to Australia and the AIF." Colonel Kappe, Bennett's Chief Signals Officer, related that "one party of 50 under an officer, after being steadied and persuaded to occupy a locality, soon afterwards vacated it without order." According to Smith, Bennett himself is reported to have told another Australian commander, shortly before leaving his command, "I don't think the men want to fight." In contrast, historian Christopher Coulthard-Clark argues that the division was one of the only British Commonwealth forces to have any tactical success in Malaya, while Thompson points out that the division bore the brunt of the fighting on Singapore, arguing that despite making up only 14 percent of the Singapore garrison, the division suffered 73 percent of its casualties. Equally, the British commander of the Argyll and Sutherland Highlanders singled out the Australian 2/29th as fighting with "great coolness" and worthy of entering battle with them, while Masanobu Tsuji wrote that in Malaya the Australians "fought with a bravery…not previously seen".
Rabaul
The 2/22nd Battalion—composed of 716 men—made up the majority of the combat personnel in the Lark Force, the name given to the 1,400-strong garrison concentrated in Rabaul, New Britain, from March 1941. Lark Force also included personnel from the New Guinea Volunteer Rifles, a coastal defence battery, an anti-aircraft battery, an anti-tank battery and a detachment of the 2/10th Field Ambulance. The island, part of the Australian territory of New Guinea was important because of its proximity to the Japanese territory of the Caroline Islands, including a major Japanese Navy base on Truk Island. The main tasks of Lark Force were protection of the Royal Australian Air Force (RAAF) airfield and flying boat anchorage, which were important in the surveillance of Japanese movements in the region. A 130-strong detachment from the 2/1st Independent Company was detached to the nearby island of New Ireland.
In January 1942, Lark Force came under heavy attack by Japanese aircraft, which neutralised coastal artillery. In the early hours of 23 January 1942, 5,000 Japanese marines began to land. Some faced fierce resistance, but because of the balance of forces, many landed unopposed. Amidst the onslaught, fighting took place around Simpson Harbour, Keravia Bay and Raluana Point, while a company of troops from the 2/22nd and NGVR fought to hold the Japanese around Vulcan Beach. Nevertheless, the Japanese were able to bypass most of the resistance and move inland, and after a short fight, Lakunai airfield had been captured by the Japanese force. Following this, the Lark Force commander, Lieutenant Colonel John Scanlan, ordered the Australian soldiers and civilians to split into small groups and retreat through the jungle. Only the RAAF had made evacuation plans and its personnel were removed by flying boats and a single Hudson bomber.
The Australian Army had made no preparations for guerrilla warfare, and most soldiers surrendered during the following weeks. At least 130 Australians, taken prisoner at the Tol Plantation, were massacred on 4 February 1942. From mainland New Guinea, some civilians and individual officers organised unofficial rescue missions and—between March and May—about 450 troops and civilians who had managed to evade the Japanese, were evacuated by sea. At least 800 soldiers and civilian prisoners of war lost their lives on 1 July 1942, when the ship on which they were sent from Rabaul to Japan, the Montevideo Maru, was sunk off the north coast of Luzon by the US submarine USS Sturgeon.
A handful of Lark Force members remained at large on New Britain and—often in conjunction with indigenous people—conducted guerrilla operations against the Japanese. Rabaul became the biggest Japanese base in New Guinea. Allied forces landed in December 1943, although substantial Japanese forces continued to operate on New Britain until Japan surrendered in August 1945. By the end of the Pacific War, more than 600 members of the 2/22nd Battalion had died.
Ambon
The island of Ambon, in the Dutch East Indies, was perceived to be under threat from Japan because of its potential as a major air base. However, by mid-December 1941, only two flights of RAAF light bombers were deployed there, along with assorted obsolete US Navy and Royal Netherlands Navy aircraft. The 8th Division's 1,100-strong Gull Force, commanded by Lieutenant Colonel Leonard Roach, commanding officer of the 2/21st Battalion, arrived on 17 December. In addition to the 2/21st Battalion, it included 8th Division artillery and support units. The existing Royal Netherlands East Indies Army garrison, commanded by Lieutenant Colonel Joseph Kapitz, consisted of 2,800 Indonesian colonial troops, with Dutch officers. Kapitz was appointed Allied commander on Ambon. Roach had visited the island before Gull Force's deployment and requested that more artillery and machine gun units be sent from Australia. Roach complained about the lack of response to his suggestions, and he was replaced by Lieutenant Colonel John Scott on 13 January 1942.
Ambon first came under attack from Japanese aircraft on 6 January. Against the Japanese seaplane bombers, the limited Allied air defences held out, but on 24 January Japanese carrier-based Zeroes began appearing and eventually the remaining aircraft were withdrawn, having been completely out-classed. On 30 January, a Japanese fleet including two aircraft carriers and about 5,000 Japanese marines and soldiers reached Ambon. Although the Japanese ground forces were numerically not much bigger than the Allies, they had overwhelming superiority in air support, naval and field artillery, and tanks. In the belief that the terrain of the southern side of the island was too inhospitable for landings, the Allied troops were concentrated in the north. However, the initial Japanese landings were in the south, while other landings found the more lightly defended southern beaches. The Australians had been tasked with defending the Bay of Ambon, and the Laha and Liang airfields.
Following the initial landing, the Allied troops had to move quickly to re-orientate towards the advancing Japanese troops, and in the process large gaps formed in the defensive perimeter. Within a day of the Japanese landing, the Dutch forces had been surrounded and were forced to surrender. The Australians of Gull Force withdrew westwards, and held out until 3 February, when Scott surrendered. While small parties were able to escape to Australia, the majority – almost 800 men – were taken prisoner.
According to Australian War Memorial principal historian, Dr. Peter Stanley, several hundred Australians surrendered at Laha Airstrip. At intervals for a fortnight after the surrender, more than 300 prisoners taken at Laha were executed. The government of Australia states that, "the Laha massacre was the largest of the atrocities committed against captured Allied troops in 1942." Of Australian prisoners of war on Ambon, Stanley provides the following description of their captivity: "they suffered an ordeal and a death rate second only to the horrors of Sandakan, first on Ambon and then after many were sent to the island of Hainan late in 1942. Three-quarters of the Australians captured on Ambon died before the war's end. Of the 582 who remained on Ambon 405 died. They died of overwork, malnutrition, disease and one of the most brutal regimes among camps in which bashings were routine." A total of 52 members of Gull Force managed to escape from Ambon. Of those captured from Gull Force, only 300 survived the war.
Timor
In 1941, the island of Timor was divided into two territories under different colonial powers: Portuguese Timor and West Timor part of the Dutch East Indies. The Australian and Dutch governments agreed that, in the event of Japan entering World War II, Australia would provide forces to reinforce West Timor. Consequently, a 1,400-strong detachment, known as the Sparrow Force, and centred on the 2/40th Battalion, arrived at Kupang on 12 December 1941.
The force was initially commanded by Lieutenant Colonel William Leggatt. It also included the Australian commandos of the 2/2nd Independent Company. Sparrow Force joined about 650 Dutch East Indies and Portuguese troops and was supported by the 12 Lockheed Hudson light bombers of No. 2 Squadron, Royal Australian Air Force, and a troop from the British Royal Artillery's 79th Light Anti-Aircraft Battery. The Allied forces were concentrated around the strategic airfield of Penfui. As the government of Portugal declined to cooperate with the Allies, a force composed of the 2/2nd Independent Company and Dutch forces occupied Portuguese Timor, without any resistance being offered by the Portuguese Army or officials. Additional Australian support staff arrived at Kupang on 12 February, including Brigadier William Veale, who was to be the senior Allied officer on Timor. By this time many of the Australians, unused to tropical conditions, were suffering from malaria and other illnesses.
Timor came under attack from Japanese aircraft on 26 January. The bombing, hampered by AA guns and a squadron of US Army Air Forces fighters based in Darwin, intensified during February. Air attacks forced an Allied convoy—escorted by the destroyers HMAS Swan and HMAS Warrego—to return to Australia. It had included valuable reinforcements, such as a US Army artillery battalion and the remainder of the British AA battery.
During the night of 19/20 February, the Imperial Japanese Army's 228th Regimental Group, began landing in Portuguese Timor. The first contact was at Dili, the capital of Portuguese Timor, where the Allies were caught by surprise. Nevertheless, they were well-prepared and after inflicting heavy casualties on the troops attacking the airfield, the garrison destroyed the airfield and began an orderly retreat towards the mountainous interior and the south coast. On the same night, Allied forces in West Timor were under extremely intense air attacks, which had already caused the RAAF force to be withdrawn to Australia. Sparrow Force HQ was immediately moved further east, to its supply base at Champlong, and soon lost contact with the 2/40th.
The 2/40th's line of retreat towards Champlong had been cut off by the dropping of about 500 Japanese paratroopers, who established a strong position near Usua. Sparrow Force HQ moved further eastward and Leggatt's men launched a sustained and devastating assault on the paratroopers. By the morning of 23 February, the Allies had killed all but 78 of the Japanese forces in front of them, but had been engaged from the rear by the main Japanese force once again. With his soldiers running low on ammunition, exhausted and carrying 132 men with serious wounds, and without communications to Sparrow Force HQ Leggatt eventually acceded to a Japanese invitation to surrender. The 2/40th had suffered 84 killed in action. More than twice that number would die as prisoners of war during the next two-and-a-half years.
Veale and the Sparrow Force HQ force—including some members of the 2/40th and about 200 Dutch East Indies troops—continued eastward across the border, and eventually joined the 2/2 Independent Company. The 2/40th effectively ceased to exist, its survivors being absorbed into the 2/2nd and subsequently took part in the guerrilla campaign that was waged on Timor in the following months, before being evacuated in December 1942.
Postscript 1942–1945
After a journey lasting several weeks, traversing the Strait of Malacca, Sumatra and then Java, following his escape from Malaya, Bennett arrived in Melbourne on 2 March 1942. The Australian Prime Minister, John Curtin, publicly exonerated him. However, the Australian high command effectively sidelined Bennett by appointing him commander of III Corps, a formation responsible for the defence of Western Australia. With this, he was promoted to lieutenant general, but he never commanded troops in battle again. His actions in escaping would later also be subject to a royal commission.
Following the loss of its original infantry battalions, the headquarters unit of the 23rd Brigade, which had not deployed with the infantry battalions, was used to re-form a new brigade. Three Militia battalions were assigned, the 7th, 8th and 27th Battalions. Reassigned to the 12th Division, after garrison duty in Darwin and training in northern Queensland, the 23rd Brigade saw action in 1944–1945 against the Japanese on Bougainville. Ostensibly the 8th Division ceased to exist in 1942; however, one of its artillery regiments, the 2/14th, which had remained in Darwin when the 23rd Brigade deployed, continued to serve until 1946, albeit attached to the 9th and 5th Divisions during their campaigns in New Guinea.
During the fighting in Malaya, Singapore, Ambon, Timor and Rabaul the 8th Division lost over 10,000 men, including 2,500 killed in action, with this figure representing two-thirds of all deaths sustained by the Australian Army in the Pacific. One of the division's infantry battalions, the 2/19th, lost more men killed in action than any other 2nd AIF unit. Additionally, of those captured, one in three died in captivity.
Commanders
The following officers commanded the 8th Division:
Major General Vernon Sturdee (1940)
Major General Gordon Bennett (1940–1942)
Structure
The following units were assigned to the 8th Division:
Infantry units (with state of origin, where applicable)
22nd Brigade, New South Wales, (NSW)
2/18th Battalion
2/19th Battalion
2/20th Battalion
23rd Brigade
2/21st Battalion, Victoria, (Vic.)
2/22nd Battalion, Vic.
2/40th Battalion, Tasmania, (Tas.)
24th Brigade – to 9th Division, 1940
27th Brigade – from 9th Division, 1941
2/26th Battalion, Queensland (Qld)
2/29th Battalion, Vic.
2/30th Battalion, NSW
Artillery regiments
2/9th Field Regiment, Royal Australian Artillery (RAA) – to 7th Division, 1940–1941
2/10th Field Regiment, RAA
2/11th Field Regiment, RAA – to 7th Division, 1940
2/14th Field Regiment, RAA
2/15th Field Regiment, RAA
2/3rd Anti-Tank Regiment, RAA – to 9th Division, 1940
2/4th Anti-Tank Regiment, RAA
Other units
2/4th Machine-Gun Battalion, Western Australia (WA)
2/4th Pioneer Battalion
8th Divisional Cavalry – to 9th Division, as 9th Divisional Cavalry, May 1941.
Engineer companies
2/10th Field Company, Royal Australian Engineers (RAE), Vic.
2/11th Field Company, RAE, Qld
2/12th Field Company, RAE, NSW
2/6th Field Park Company, RAE
2/4th Field Park Company, RAE, WA – to 9th Division, 1940–1941
Medical
2/10th Australian General Hospital
2/13th Australian General Hospital
2/9th Australian Field Ambulance
2/10th Australian Field Ambulance including Australian Army Service Corps transport elements
2/4th Australian Casualty Clearing Station
2/2nd Australian Mobile Bacteriological Laboratory
See also
American-British-Dutch-Australian Command
British Far East Command
Notes
References
Further reading
External links
The fall of Singapore, 15 February 1942, Australian War Memorial
Australian 8th Division Vehicle Marking
Unit Colour Patches May 1941
08
08
Military of Singapore under British rule
08
08
08
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] |
You have Epson ME-400 lazer printer & You are expecting soon counters drop down to zero and You have to reset counters.
This post may perhaps explain You what software You have to use to reset Epson ME-400 counters?
+ When ever you got an e-letter in the display and flashing lights with Epson printer?
+ Does your own personal Epson ME-400 printer say ink pads need changing?
+ Does your personal Epson ME-400 laser printer stop to print and say: parts inside your own personal Epson ME-400 printing device are at the end of their life?
Product name: WIC Reset Utility – Epson ME-400 resetter.
Reset Epson ME-400 For MAC OS Version: iWIC.dmg (File size: 8.8Mb).
Compatible OS: Windows XP, Windows 7,Windows 8, Windows Operating System 10 and Mac OS 10.5 Intel & higher.
+ Stage 6: Restart your own Epson ME-400 laser printer by turn off and turn on laser printer. Everything could be done! | [
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Jim Beam fills 14 millionth barrel of bourbon
Courtesy: Jim Beam
CLERMONT, Ky. (AP) — Jim Beam has filled and sealed its 14 millionth barrel of bourbon since the 1933 repeal of Prohibition, achieving a first in the bourbon industry.
Seventh-generation master distiller Fred Noe and Kentucky Gov. Matt Bevin sealed the barrel Monday at the company's flagship distillery in Clermont, Kentucky, about 20 miles south of Louisville.
The milestone comes two years after the distillery filled its 13 millionth barrel.
Noe said in a news release that the achievement speaks to the success of the company's whiskey and the increasing worldwide enthusiasm for bourbon.
Bevin said Kentucky bourbon is now an international symbol of the state's heritage and craftsmanship. | [
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There is no question that one of the main reasons for the popularity and expansion of poker is due to the money and glamour associated with a poker lifestyle. Dan Bilzerian for one has been extremely forthcoming in sharing via social media the glamorous lifestyle he experiences as a result of his poker exploits.
Bilzerian has posted numerous pictures on his various social media accounts depicting piles of cash, loads of guns and numerous bikini clad models who are all clamoring to get a piece of his celebrity lifestyle.
While the glitz and the glamour do follow some of the top poker professionals in the industry, the majority of professional poker players live a pretty quiet and normal life.
A poker player who preferred to be anonymous decided to share some of his experiences in the world of professional poker in order to give the public and amateur poker players a glimpse into the real lifestyle of a poker player. The player who preferred to use the name Dave states that professional poker requires commitment, dedication and the ability to play long hours consistently in order to make a real impact in professional poker.
Dave is 30 years old and has been playing professional poker for the last 5 years. However, he is careful not to officially term himself as a professional poker player but prefers to list himself as an IT consultant. One of the main reasons behind this is because of the income tax involved and the legal challenges it could pose if he listed himself as a professional poker player.
It's a lifestyle that attracts a particular kind of person — the kind who doesn't mind spending eight hours every night at the casino with some shady characters with disreputable backgrounds.
Dave did not plan to get into professional poker; his journey was more by chance than by design. He had accumulated 2 months of leave and decided to spend some of his vacation time by playing poker. During the 2 month time frame, he won over $40,000 and realized that he could make more money playing poker than working a full time job.
Today, Dave averages around 200 hours a month playing poker and loses between $1500 to $2000 dollars on any given day. On a monthly basis he takes home between $10,000 to $13,000 dollars. He confesses that at times he has to put in close to 400 hours to make a decent profit.
Dave wants those who venture into professional poker to understand that playing poker involves a lot of hard work, a slice of luck and the ability to manage one's money wisely. | [
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] |
In the lead-up to the November election, today Green Firm Attorney Charles Gibbs presented an Election Law CLE to the National Bar Association Women Lawyers Division. The presentation took place at the Drexel University School of Law.
Attorney Gibbs enjoys a reputation in the city of Philadelphia as a "fierce litigator with an intricate understanding of local politics and government." Gibbs' career has taken him into local judiciary and government positions. He has also worked in a key capacity within a Philadelphia mayoral administration and served as a Judicial Tipstaff to a Municipal Court judge.
To contact Charles Gibbs directly, click here. | [
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The Wateringbury stream is a tributary of the River Medway in Kent, England. It rises at Swanton, West Peckham parish, flows south east towards Mereworth and then flows in a generally easterly direction to join the River Medway at Wateringbury. It is some four miles (6 km) long and powered a number of watermills.
Watermills
Mereworth Mill.
TQ 673 535
The Domesday Book records two mills, value 10/-, at Marovrde (Mereworth). The site of the last mill now lies in the private grounds of Mereworth Castle. In 1460, it was held by Thomas Hunte. In 1521 it was a fulling mill, belonging to Sir Thomas Nevyle. In 1772 James Pound was the occupant, followed by his widow in March 1780 and John Pound in September 1780. He was at the mill until October 1791. Thomas Edmead was at the mill from 1792 to 1827. The mill was purchased by Viscount Falmouth c.1856. The mill was demolished by 1907 and the site is today marked by a waterfall at the eastern end of the lakes in the grounds of Mereworth Castle. The head would have been some or , suggesting a high breast shot or overshot waterwheel.
Mill at Wateringbury
The Domesday Book records three mills at Otringeberge (Wateringbury). Two mills were held by Ralf, son of Turald and valued at 3/-, a third was held by Hugh de Braibourne and worth 16d.
This mill was marked on C & G Greenwood's map of Kent, 1822. It was not mentioned in a survey of the parish carried out in 1828.
Brattle (Upper) Mill, Wateringbury
TQ 686 534
Brattle Mill was a corn mill. It was named after a miller, Robert Brattle. It was first mentioned in 1783 and was owned by Robert Brattle. In 1838 the mill was owned by Harry Blaker and occupied by William Mills. Harry Blaker died c.1848 and the mill was run for a short time by his widow, Sarah. James Fremlin took over the lease of the mill by 1851, also running Warden Mill. He purchased the mill from Sarah Blaker c.1868. The miller at this time being Alfred Bloorman. The original overshot waterwheel was of wood. It was replaced by a turbine c.1910 and it was about this time the mill was last used for milling, then being used to generate electricity. Brattle Mill was sometimes known as Upper Mill. A diameter by wide cast iron overshot waterwheel from Lower Mill, Polegate, Sussex, was reconstructed at the mill in the early 1980s and the owner intended to reconstruct the machinery to return the building to a working mill. The mill originally worked three pairs of millstones.
Warden Mill, Wateringbury
TQ 690 532
Warden Mill was a corn mill that took its name from the farm to which it belonged, Warden Farm. The first reference to this mill was in November 1822, when John Savage of Cobham leased the mill from John Selby of Marden and John Fellow of Eynsford. In October 1829 James Fremlin took over the lease. Selby and Fellow(s) held the freehold of the mill until October 1838. In 1839 the area of the mill pond was given as ¾ acre. Charles Whittaker was the owner of the mill in 1842 and by April 1845 Whittaker and Fremlin were joint owners, but by November 1847 the mill had passed back to John Selby. James Fremlin purchased a moiety of the property in October 1871. He purchased the other share in the property in December 1876. Richard Clemetson took over the mill between 1878 and 1887, followed by William James Hawes sometime between 1890 and 1895. The mill last worked in 1913 and was demolished c.1914. The head of water was some . It is thought that this mill had a breast shot waterwheel.
Possible water power site
A site close to the source of the Wateringbury Stream shows some characteristic signs of previous use of waterpower.
Swanton, Mereworth
TQ 646 539
A large pond high in the Swanton valley may indicate the site of an old furnace mill. The head available being sufficient to power a large overshot waterwheel.
Holy Well
TQ 676 532
The Wateringbury Stream flows past a group of cottages in Pizien Well Road, Wateringbury. It is sometimes said that the name Pizien may be a corruption of 'poison', however it could also have its origins in the French language because in French entomology, 'piz' means breast and 'ien' means 'from' hence 'from the breast'. This latter explanation could tie up with local superstition that says a bride would drink the water from the well to ensure fertility - perhaps a belief that a bride would be drinking from the breast of the earth, originating from Norman times.
Ford
A track crosses the Wateringbury Stream by means of a ford at TQ 680 531.
References
See also
Medway watermills (lower tributaries) article
Rivers of Kent
Watermills in Kent
Watermills mentioned in the Domesday Book
Tonbridge and Malling
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A film about two racially diverse high school students retracing the Civil Rights movement of the 1960's.
Touching history is a powerful thing. It forms an indelible impression that helps to shape who we are and who we can be. Freedom's Ride is a documentary film that follows the journey of forty honors history students from two very different worlds — a legendary all-minority high school in Harlem and a nearly all-white rural high school from an affluent New Jersey county — as they retrace the path of the civil rights Freedom Rides of the 1960's. With a five-day bus journey from Washington to Birmingham, each member of this diverse student group discovers the real meaning behind the notion that all men are created equal and, in doing so, uncovers the fundamental truth about personal freedom. | [
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With great passion and precision, SOUL SACRIFICE faithfully recreates the music of the legendary band SANTANA. Featuring burning renditions of Latin-infused rock classics such as Oye Como Va, Black Magic Woman, Jingo Lo Ba and Soul Sacrifice; plus breathtaking delivery of guitar ballads including Europa and Samba Pa Ti, SOUL SACRIFICE captures and delivers up the signature multi-cultural sound and spirit that is SANTANA.
Unlike any other artist, Carlos Santana has created a successful fusion of latin, rock, jazz, blues, soul and more. From the electrifying breakthrough performance at Woodstock in 1969 to the recent smash hits of the albums "Supernatural" and "Shaman", SANTANA's music has appealed to multiple generations of fans, transcending age, ethnicity and genre-creating the music that has become the soundtrack for the world.
© 2013 SOUL SACRIFICE. ALL RIGHTS RESERVED. | [
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You are previewing: Ms. Yamada's Toaster
Ms. Yamada's Toaster
Kelly Luce
ISBN (Paperback Only)
Tolbert Lanston and the Monotype (Limited Edition)
Tampa Review 43/44
The End of a Good Party
Studies in the Fantastic [#2]
The 2008 winner of the Danahy Fiction Prize from Tampa Review, "Ms. Yamada's Toaster" has been published separately in this limited-edition paperback with charming drawings by Roberta Ann Busard, a Michigan artist whose work can be found in museums and private collections including the Anchorage Museum of Art and the National Museum of Women in the Arts. Kelly Luce has published fiction in North American Review, The Gettysburg Review, Fourteen Hills, Nimrod, and other journals. Her awards include a fellowship to the MacDowell Colony, a residency at Devils Tower National Monument, and the Joseph Henry Jackson Award from Intersection for the Arts in San Francisco. Originally from Chicago, she worked for two years in Japan. She now lives in the Santa Cruz mountains of California.
Paperback Edition | $6.00
Categories: Catalog, Fiction
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Australia Mind Virus NKVD Chokes a Woman for Not Wearing a Face Diaper (VIDEO)
In other NKVD news: "A couple were caught travelling beyond 5km to go to a playground in Wyndham to play with their children"
Covid Pol Pots
Christiane Barro 11 Aug 20 1203 0
Video has emerged of a Victorian police officer arresting an unmasked young woman who claims she is being choked during the confrontation. [LOL. Why "claims" when it's apparent from your own photos that she was? ]
How is this OK Victorians? pic.twitter.com/p6MiuFg0CC
— val glass (@AussieVal10) August 10, 2020
The footage – filmed by a bystander as well as witnesses from a nearby apartment – is being shared on Tuesday morning as 'anti-maskers' continue to compile what they say are examples of excessive force being used by police during coronavirus lockdowns.
At the start of the videos, it appears the policeman is speaking up-close to the woman – who is not wearing a mask – before a struggle ensues.
The unidentified woman is heard repeatedly shouting "he's choking me" while the officer's gloved hands appear to be around her throat, before she is pushed against a brick wall. [LOL. Why the passive tense? Why not say who she is pushed by.]
"What the f*** are you doing to me? What have I done? What have I done?" the woman screams after being pushed down onto the pavement.
Watch the video below
The footage comes at a time of heightened tensions between a small group of Victorians, dubbed 'anti-maskers', who have at times been baiting police and filming their interactions as they defy lockdown rules.
Victoria Police has been contacted for comment.
It's unclear from the video what conversations took place before the officer confronted the woman, and The New Daily is not suggesting she is a member of anti-mask groups.
In the video, a male bystander who is filming can be heard telling police the woman had visited a doctor the previous day and was granted an exemption against wearing a mask.
"You're choking her… There's a man on a girl and you choked her. For what? For not having a mask?" he says in the video.
"She's got a note from the doctor," he later says after another group of Victoria Police officers arrive at the scene.
The woman being arrested repeatedly screams and swears at the police.
The video shows that at one point, while being held against the brick wall, the woman kicks out towards [the Gestapo] a female police officer.
The male officer then appears [Appears?? Really? "Appears"?] to sit on the woman for more than four minutes during which time he attempts to handcuff her after claiming she had committed an assault.
"You grabbed me. I did not assault you," the woman tells the officer.
"You grabbed her," the bystander says.
The man repeatedly demands the officer "get off her", saying "she is a girl".
But the officer remains on the woman who says "this is not reasonable force".
In another video, which appears to have been filmed from a nearby apartment, another witness can be heard saying "all because she wasn't wearing a mask…seriously man".
https://www.facebook.com/permalink.php?story_fbid=2600553440259369&id=100009142161501
Teens among recent arrests for coronavirus breaches
More than 270 people have been fined for breaching coronavirus restrictions in Victoria, including five caught drinking together in a garage.
Police have also released details of arrests in other states, after people allegedly illegally travelled across borders.
Victoria Police conducted 3879 spot checks on homes, businesses and public places the 24 hours to Monday. They said 276 people were fined.
The fines include 74 people slapped with a $1652 bill for breaching Melbourne's curfew and 37 fined $200 for failing to wear a face mask.
A group of five people was caught by police drinking, smoking and listening to loud music in a garage in Wyndham, in Melbourne's outer south-western suburbs, following a noise complaint.
Another group of four men, all from different addresses, were fined after they "hanging out" in a Campbellfield car park.
A couple were caught travelling beyond 5km to go to a playground in Wyndham to play with their children because they were "sick of walking around their local area".
Meanwhile, in Queensland, two teens who travelled from coronavirus hotspot Sydney have been arrested after allegedly lying on their border declarations.
The girls, aged 15 and 16, arrived on a train from Sydney to Brisbane on Friday before the borders closed. The pair then travelled to the Sunshine Coast.
Officers tracked them down at a Noosa shopping centre and took them into custody on Monday.
The girls, from Queensland and NSW, are likely to be placed in quarantine once they have been tested for COVID-19. No charges have been laid.
Source: The New Daily | [
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] |
2010 World Cup: Day 19
1 of 12 Doug Pensinger/Getty Images
Spain 1, Portugal 0
After Spain spent much of the day with the possession advantage but unable to break through, David Villa scored his fourth goal of the World Cup in the match's 63rd minute. Taking a pass from Xavi Hernandez, Villa was stoned by Portuguese goalkeeper Eduardo on his original shot. But he fired the rebound high into the goal.
2 of 12 AP
Spain dominated possession throughout the match, holding the ball for 65 percent of the day. The possession advantage led to increased pressure on the Portuguese and allowed the Spaniards to get eight clean shots on goal.
3 of 12 Jasper Juinen/Getty Images
Villa sprinted to the corner after his goal, jubilant and sensing that it might be the goal to put Spain through to the quarterfinals. He slid on his knees and let out a yell while his teammates mobbed him to celebrate.
4 of 12 Jamie McDonald/Getty Images
With abundant hoopla surrounding him coming into the tournament, Portugal's Cristiano Ronaldo again failed to deliver on the biggest of stages. He was rendered ineffective for most of the match against Spain, and his only goal of the World Cup came late in a 7-0 rout against North Korea in the group stage.
Hugo Almeida had one of Portugal's best chances of the match, just missing connecting on a header off a cross from Raul Meireles while Spain's goalkeeper Iker Casillas attempted to punch the ball away.
6 of 12 Simon Bruty/SI
Paraguay 0 (5), Japan 0 (3)
Lining up to watch their World Cup fate, Paraguay players exhaled jubilantly after a goal in the penalty kick round of their match against Japan. Paraguay's players could celebrate every time -- each of its five penalty kicks found the back of the net.
Paraguay's Lucas Barrios slides in celebration of his made penalty kick, which gave his squad a 2-1 lead in penalties at the time. Barrios finally converted here, after having two shots on goal turned away during the match.
Japan's defense weathered Paraguay's attacks all day, including this chance from Enrique Vera. With both defenses posting shutouts in regulation, the game went into extra time as the third scoreless tie in round of 16 history.
Keisuke Honda, who had carried Japan to the second round of play in the World Cup, couldn't do so against Paraguay. The Paraguayan defense keyed on Honda, not allowing him to get a shot on goal. Honda also committed seven fouls during the game and was booked for a yellow card.
10 of 12 Simon Bruty/SI
Paraguay goalkeeper Justo Villar only had two saves in the match, but he was in the middle of the action constantly, as evidence by this leaping grab at a cross attempt.
Nelson Haedo Valdez (18) came on as a sub in the 60th minute and made his presence felt for the remainder of the match. He had three shots and two on goal, keeping pressure on Japan's goalkeeper Eiji Kawashima.
Carlos Bonet (middle) heads the ball away on an attempt for Japan midfielder Yasuhito Endo. The two tussled all day, with Endo committing four fouls in the match. | [
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What Happens When Another Media Outlet Takes Your Name
A new CBC Radio show, Postmedia podcast, and digital news startup share an unfortunate distinction
BC Today
The 10 and 3
The Logic
On May 7, CBC Vancouver launched a new radio call-in show called BC Today. On June 7, Postmedia launched a national current-affairs podcast titled 10/3. And on June 12, former Toronto Star and Boston Globe editor David Skok launched a Canadian tech-news startup going by The Logic.
While each may be a promising venture in its own right, they also share an unfortunate distinction: all three have names that are identical or nearly identical to those of existing publications, whose respective publishers were unhappy to find out about their new nominal doppelgängers.
Hi you stole my businesses name. pic.twitter.com/9jBy4vV4u0
— Allison Smith (@QueensParkToday) May 7, 2018
The CBC's BC Today looks at "the top story for the province" each weekday, but the name of the show was already being used as the title of a digital newsletter reporting the goings-on at the BC legislature. Allison Smith founded BC Today back in September 2017 as a spin-off of Queen's Park Today, her newsletter covering the Ontario legislature since 2012.
"I tried to figure out how to trademark it, but basically that takes two years and would not even force them to change it without legal action," says Smith, "so I have decided it's not worth it.
"It could have been an accident, but a simple Google search would have found it, and there are very few media outlets in BC. Like, I checked to make sure the name wasn't taken before I selected it."
CBC's head of public affairs, Chuck Thompson, explained to CANADALAND the process involved when choosing the name of a show.
"When naming a show, we sometimes do research and always do a title search, but in this particular instance, we didn't think anyone could have copyright over 'BC' or 'Today.' 'BC Today' was chosen because it perfectly encapsulates what the show is about. It's also very much in line with the name of other similar CBC shows across the country."
Smith says she feels annoyed about the public broadcaster using the same name as her registered business.
"[I'm] empathetic to my reporter Shannon Waters, who gets lots of questions about it."
Hi — Is this serious?
— The 10 and 3 (@the10and3) June 29, 2018
How is it OK to release this podcast, using our name, on the same day that our work is taken, without our permission, across the Post Network? cc @AnneMarieOwens @JesseBrown @simonhoupt https://t.co/vnHl8WOCtQ
Last month, Postmedia came out with a new podcast, 10/3, that the National Post's Twitter account promoted last Friday.
Arik Motskin is a co-founder and editor of The 10 and 3, a Canadian data journalism website that "tell[s] compelling and unusual stories about Canada through maps, interactive charts and other interesting visualizations." (Both titles are references to Canada's provinces and territories.)
Motskin noticed on Friday that not only had Postmedia come out with a new podcast with a very similar title to his website, but the National Post had also just published a piece borrowing from The 10 and 3's data report on Canadian regional colloquialisms, with credit to the site only offered at the bottom of the article.
National Post editor-in-chief Anne Marie Owens reached out to Motskin to inform him that credit was supposed to be at the top of the article, but a technical error had caused it to appear at the bottom when first published online. Credit is now given near the top. Owens also told Motskin and CANADALAND that the 10/3 podcast was created independently of the Post and its article.
"We would have been more than happy to work with [the Post] collaboratively," says Motskin, "and so we found it strange that they based this piece on our work (even if they did give us some credit). It seems like an unusual way to go about doing things."
Hi, the name of the podcast was worked on by me with colleagues in my newsroom in Edmonton. The Post is helping us distribute it.
— Dave Breakenridge (@BreakenridgeYEG) June 29, 2018
"Our podcast is a national Postmedia podcast produced out of the newsroom of the Edmonton Journal, highlighting stories and analysis from across our chain," says Journal managing editor and 10/3 host Dave Breakenridge. "In trying to offer a show highlighting stories of national interest, featuring work from across the country, we wanted to come up with a name that represented Canada. After brainstorming a list of names, the consensus among the group involved with the project was 10/3."
"Once we had settled on a name, we searched Apple Podcasts, as well as googling the two variations on the name we were considering, 10-3 and 10/3. Our Apple podcast search came up empty, and nothing was apparent on those two Google searches when we looked."
"I actually just think it's a coincidence," says Motskin about the podcast name, upon reflection. "We certainly checked naming extensively when we first came up with our name."
Hmmm. I wonder what the publishers of @logic_magazine think about this. CC @moiragweigel https://t.co/hddhRRDbcj
— Siva Vaidhyanathan??? (@sivavaid) June 12, 2018
Wow. Any idea whether there are actions we can take about this?
— Moira Weigel (@moiragweigel) June 12, 2018
So I co-founded and co-run a magazine about technology called Logic. Anyone know what I'm supposed to do when other, apparently better funded people roll up two years later and start a magazine about technology called… THE Logic? cc: @logic_magazine https://t.co/cSVPR90fH0
A third example involves an American print and digital magazine called Logic, which has been doing in-depth coverage of the tech world for two years. Logic's co-founder and editor, Moira Weigel, took exception when the Canadian website The Logic — "in-depth reporting on the innovation economy" — launched in mid-June.
"So I co-founded and co-run a magazine about technology called Logic. Anyone know what I'm supposed to do when other, apparently better funded people roll up two years later and start a magazine about technology called… THE Logic?" Weigel tweeted. (Weigel and Logic staff did not respond to requests for comment.)
"We feel extremely fortunate to have received some U.S. coverage of our digital publication. We're a small bootstrapped news site based in Canada, focused on in-depth reporting on Canadian innovation," says The Logic CEO and editor-in-chief David Skok.
"The name is a nod to the Canadian foundations of machine learning and artificial intelligence. The primary code base for AI, prior to Canadian-based scientist Geoffrey Hinton developing neural networks, was based on logic. The name was a subtle acknowledgement of Canadian innovation in one of the most exciting fields of technology and innovation, and the importance of logical, fact-based reporting that is core to our mission. 'The' was a nod to The Athletic and The Information — two sites that we are deeply influenced by, which, like us, are centred on daily, digital subscription-based reporting."
Despite complaints from the earlier publications' creators, IP lawyer Richard Owens doesn't see any of the above examples having a legitimate copyright infringement claim.
"Unlike the US, it is possible to have copyright in titles in Canada, but all of these examples wouldn't qualify, they are too short," says Owens, a University of Toronto professor and senior fellow with the Macdonald-Laurier Institute. "However, they would be protected by Trademark law, especially if they were registered trademarks, but also at common law. I don't know if these names were registered, but they should have been — unless they were also previously copied."
He adds that "a trademark must be 'distinctive' to be registered and effective, not 'descriptive.' 'BC Today' is a fine name but because it describes what it's about — BC news today — it isn't distinctive enough to be protected as a trademark."
This isn't the first time a Canadian media outlet has taken the name of another, although in a previous case, the founders of the original publication copied their own name for a new venture.
"We're the original Frank, started in 1987 by three people: British expat journos David Bentley and Lyndon Watkins along with local gal Dulcie Conrad," says Andrew Douglas, the managing editor of Halifax's Frank magazine. "A few years later, they oversaw the birth of the Ottawa edition of Frank, with Michael Bate. We've been under separate ownership since the mid-90s, I think it was, but that's how it all started." | [
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We see a significant change in customer behavior or other external circumstances. Typically, the change is pretty rapid. Customer examples include usage of debit and Internet banking. An example of another external circumstance is the increased regulatory focus on compliance and fraud (has anybody noticed that?).
The way we deliver the services or solutions that meet the new behavior and related needs adapts and evolves. New support and reporting areas are common.
As the new delivery matures, the organization and org charts evolve and change. We now have Electronic Delivery, Internet Banking, Risk, and Fraud departments that either didn't exist 5-10 years ago or that have morphed into something very different.
Oftentimes, these new groups are "vertical" in that they may cover the issues related to their job for branches, small business, lending and other customer delivery groups. Risk management is an example of a function that has cast a very broad net across the bank in terms of its responsibilities.
So, to handle these changes we have new job functions, job titles, corporate titles, salary grades, straight line/dotted line org charts that look like engineering diagrams, new committees, new cross-functional working groups, new project teams … hey, it's enough to make any HR person tear up with joy or tear up from all the new work.
In many cases, the new delivery channels are a subset of the operating groups. While there is certainly cooperation in selecting systems and there are standards IT will set for investments/systems, at the end of the day your mortgage group probably picked the online application system, retail picked the Internet banking platform, somebody in retail picked the EFT/debit systems, and commercial picked the cash management system.
The question of the day is this – is it time to change the structure of how we manage channels? Is it time for a senior executive to be the channel manager?
Mobile – for the most part, we're not defining what mobile banking systems need to do and waiting for the code to be written. We're discovering what they can do and we're trying to figure out how to get it to customers.
Groupon and other promotional programs – our customers didn't come to us and ask for merchant-driven offers to be presented to them. A new technology has become available and we need to figure out how we'll incorporate it into our product offering.
P2P – we didn't have a conference and demand another payment channel. There is new technology becoming mainstream at a breathtaking pace, and we need to decide how to offer it, when to offer it, and what the impact might be to cost/revenue.
None of these are starting with the consumer and then impacting our delivery. It's starting with changes in channel delivery and then impacting consumer behavior. If it starts with the channels, the senior level organization chart needs to recognize this, adapt and change.
Depending on the age of the customer, somewhere between 40% (aging baby boomers like, well, uh, me) and 65% (Gen Y) now prefer a channel other than a branch to do their banking (recent BAI study and several others).
The sum of Internet banking log-ins, mobile banking contacts, views of the bank Web site, IVR calls, ATM transactions, remote deposits (business customers more than retail at this point) and other non-branch touches is starting to rival branch encounters and at some point will exceed them.
Many banks now get 20% or more of their loan applications on the Web.
New deposit accounts are still almost entirely branch based, but most institutions are already trying to figure out how to use online account opening systems to start chipping away at that behavior. And they will succeed more and more.
Marketing is moving to the new channels because customers did. Anybody asking for a bigger direct mail campaign budget this year?
So, as the impact of the new channels on sales, service and growth increases, and as branches increasingly are one part (and at some point not the biggest one) of a multi-channel world, the senior management organization chart needs to recognize this, adapt and change.
3. This is getting expensive. To this point, every new channel has been additive – to transactions, to technology costs, to support costs, and to compliance costs. In other words, none of the new channels to this point have done a great deal to reduce branch transactions. They have stayed flat for many banks, but have not gone down to any extent to cover the costs of new channels.
Most management teams have recognized this and are taking aim at overall delivery costs. New channels must not only be cheaper at the incremental transaction level, they must allow banks to reduce costs in other channels. The hard reality is that there are only two big ways to do this. One is to manage contracts carefully. The difference between good contracts that get the right costs (Internet banking, debit, bill pay, etc.) and revenue (debit) can be millions of dollars even at a small institution – reason enough for senior manager focus. The other is to reduce the cost of branch delivery over time. This is an important and very difficult goal. But, as banks focus on reducing the cumulative cost of delivery, the senior management organization chart needs to recognize this, adapt and change.
So, here's the pitch. Banks need to assign accountability and responsibility for channels to a senior level manager. That manager needs to have a seat at the table with retail, commercial and wealth management. This person will have some component of the sales and service goals of the bank. Ultimately, he/she may have P&L responsibility. Banks will not be successful with channel strategies if they are managed a bit here and a bit there by many people. New channels are becoming too instrumental in affecting consumer behavior, too impactful on sales and growth, and too costly to manage as a group.
There will certainly be issues that need to be negotiated with a new senior position. There always is. For example, who owns the sales/service goals for a customer who uses non-branch channels 100%? Who is ultimately accountable for the online loan origination goal? Who owns customer issues when a business has more deposit problems? And, if you think about it, those are exactly the discussions that need to take place as new channels grow.
We can call it what we want – "EVP of Channels," "Channel Master," "Omnipotent Channel Guru" – but we need senior level expertise and accountability.
Whether you're looking for a complete Delivery Channel Plan, want a deep dive into mobile banking trends, or need help building a scorecard, Cornerstone's Delivery Channel Assessment and Planning Services can help you make the right delivery channel investments at the right time.
Other thoughts: We recently participated in a facilitated organizational structure exercise. I made a list of all the new senior executive positions that were suggested from a number of resources we reviewed. Here's a list: Innovation, strategic planning, risk management, payments, collaboration, products, sales, deposits, growth, non-interest revenue, remote delivery and (my favorite, sarcasm noted) projects.
Arguments could be made for the importance of all these things, and that if not owned by an executive, perhaps won't be as successful.
We aren't going to add any of these senior executive positions, but will be clear on which executive owns each of these areas. For what it's worth.
Good insights; fully agree with "That manager needs to have a seat at the table with retail, commercial and wealth management." The Channels are more an after thought with a fragmented / siloed approach and not part of the systems thinking.
With your permission, I will share this link on Linkedin. | [
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A shoot game... yes !!!
It's not a well-known game.
Dammit i know this enemy... i saw him at a TAS. But now the problem, i've watched to many TAS.
Mmm... no no... please try again !
Blackerking wrote: Dammit i know this enemy... i saw him at a TAS. But now the problem, i've watched to many TAS.
Sorry... but don't know what's a 'TAS'.
Oki this game is difficult to find.
So, the answer is : Isolated Warrior.
Try it, and you will imediately recognize the sound ! http://www.virtualnes.com/play/play.php?id=AFEA&s=9.
Thus Isolated Warrior is the first game I got !
And you, what's your first game ?
Hmmm very difficult... i think it was Super Mario Bros. 1 at the NES. I played at the age of 2 years.
Cyrille don't forget the next quest nobody has it cleared, so you are again the questmaker.
A cousin lent me this game. Indeed, I was still playing with my NES whereas my cousin already had the PS1. He had pity for me , that's why he lent my his previous platform with some games ... can you find the one of them which I put the intro sound ?
Some months later, I decided to buy my N64 with Super Mario !
There are two platforms for this game : GBA and SNES.
That's a 2D platforms game but not a Nintendo game.
Creator is OCEAN, and they did very good work with this game, maybe one of the best they did.
This game is a little well-known, but not very well known.
I think you can guess it.
Maybe a Cool Spot game?, Sega?
Now you can recognize the sound, I took it here : http://fr.youtube.com/watch?v=MdzyIabVz6E.
Thus, Pong, if you want, you can send us a sound to guess ! | [
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Shadow Queen
Mirage (The Incredibles)
Unicorns (Regular Show)
Talking Hot Dogs
Doctor Who Villains, Evil Creation, Thought-Forms,
Reality-Warpers
Evil from the Past
The Child (Doctor Who)
My Little Boy
Precocious Brat
Doctor Who: The Holy Terror
Living torture device
Biokinesis
Reality warping
Torturing and killing the inhabitants of the castle.
Kill everyone in the castle (succeeded).
Destroy the castle (succeeded).
Find his father, merge with him and rule forever as a family (failed).
Psychological assault
Maiming
Destruction of property
Evil Creation
" I see that you know... so tell me! Who is my father? WHO IS THE MAN WHO CREATED GOD?! "
~ The Child, demanding answers from the Doctor.
The Child is the main antagonist of the Doctor Who Big Finish audio drama "The Holy Terror". Initially introduced as the five year-old son of Lord Childeric, half-brother to the castle's reigning Emperor, the Child has apparently been transformed into a living god following a long period of cruel religious experimentation: raised in near-total silence from the moment of his birth, his separation from human language has supposedly allowed him to develop a divine mentality free of mortal self-doubt, granting him seemingly infinite power - and a mindset entirely divorced from all notions of mercy or empathy. However, it eventually becomes clear that the Child's nature and origins are far more unusual than Childeric has been led to believe.
He was voiced by the late Sam Kelly, who also voiced Eugene Tacitus in the same audio play; for this role, Kelly's voice was digitally altered in order to sound more like that of a child, giving it a distinctly unearthly tone.
A Vicious Circle
Unknown to all, the Child is actually the son of Eugene Tacitus and he was originally born in a relatively normal dimension far outside the castle's pocket reality. Little is known of the Child's early life, for no records exist of this time and Eugene himself has all but forgotten it: however, from the continuous pattern of fathers hating sons occurring within the castle, it can be assumed that the aging writer came to resent his son as a reminder of his own past neuroses, slowly becoming more abusive towards him as time went on. Eventually, driven by what Eugene himself could only describe as insanity, he crept into his son's room one night and brutally stabbed his sleeping child to death.
Horrified but what he had done and unable to forgive himself, Eugene fled in a desperate attempt to forget his crime. Eventually, he found himself stumbling into a pocket reality devoid of all life and all matter, in which he soon found himself imprisoned. It's never been established if Eugene subconsciously trapped himself in this dimension in an act of self-loathing or if some alien intelligence chose to punish him for his transgressions by incarcerating him within the confines of this world. Whatever the case, he could not leave, and his prison sentence rendered him effectively immortal.
However, he soon found that he was able to warp the fabric of this reality at will, creating a fantasy world where he could remain in comfort for all eternity, complete with an entire population of fictitious people: taking the form of a medieval castle ruled over by a deified monarch, everything in Eugene's world was ritualized, every set of behaviors from the lowliest peasant to the Emperor himself predetermined by its imprisoned creator and enforced through strict laws. With the help of these rituals, Eugene was able to gradually drive away the memories of his time outside the castle, until he even forgot his powers: coming to believe that he had always been a resident of this world, he took on the mantle of chief scribe and went about serving the Emperors he'd created, his deeply-ingrained sense of denial keeping him from noticing his own immortality.
Unfortunately for Eugene, his crime was not so easily erased: whether given life by his jailers as further punishment or conjured up by the scribe's own subconscious in yet another display of self-loathing, Eugene's son soon reappeared in the castle, reincarnated as a living torture device known only as the Child. Empowered with the ability to alter and destroy local reality at will, this seemingly omnipotent being rampaged across the fantasy world in search of his father, killing anyone in his path - gradually awakening the imprisoned scribe's dormant memories in the process. Still fleeing from the consequences of his actions, Eugene refused to confront his pursuer until it was too late to save his creation from the Child's power, by which time the castle and everyone in it had been rendered down into the featureless void from which it came. Only then did he finally remember both his past life and the influence he wielded over the pocket dimension; believing that the Child wanted to kill him out of revenge for his original death, the Eugene killed his tormentor with a knife, bringing the reign of terror to an end by repeating his original crime.
Once again alone, Eugene rebuilt the castle from scratch, repopulated it with a fresh batch of imaginary people, and retreated back into his fantasy, gradually forcing himself to forget once again over the course of several hundred years. Unfortunately, the Child would not leave him alone: every few hundred years or so, Eugene's writing would start to break down, the rituals he'd created would stop making sense, and the Child would be reincarnated within the fantasy once more.
Taking the form of almost any conceivable character within the prisoner's fiction, from the High Priest to the Queen Consort (each incarnation bearing the distinctive face of Eugene's dead son) the Child would once again massacre the inhabitants of the castle in the search for his father, destroy the castle itself in a fit of pique, then confront Eugene himself - who would remember his past and then stab the Child to death once more. Then, grief-stricken but unwilling to face the consequences of his actions, he would rebuild and repopulate the castle, submerge his memories, and retreat back into the realm of make-believe - until the Child appeared again.
So it was that the Child itself became part of another one of Eugene's rituals, a vicious cycle doomed to repeat itself for as long as the prisoner refused to confront his guilt.
Silent Deification
Towards the end of Eugene's latest fantasy, the Child found itself reincarnated once more, this time under very different conditions. Childeric, the bastard son of Empress Berengaria, had unexpectedly become aware of the nonsensical patterns by which the castle's inhabitants organized their lives - namely the deification of Emperors, most of them petty and small-minded, none of them true gods. Normally Eugene's rituals would have demanded that Childeric, as a hunchbacked illegitimate heir, should plot to overthrow his brother Pepin when he finally ascended to the throne and die in a failed rebellion alongside the equally treacherous High Priest Clovis; however, this iteration of the stereotypical bastard villain chose instead to break the cycle of failed rebellions by creating the castle's first true god.
Deciding that humanity's weakness, cynicism and complacency was what allowed it to become truly divine, he set out to raise a child without ever exposing it to human language or social interaction. After successfully impregnating his wife, Childeric spirited her away to the deepest of all the castle's catacombs and locked her in a cell deep in the foundations; in order to prevent her from spoiling his son's ascent to godhood, he also cut out her tongue - and those of the servants who tended to her needs. When she finally gave birth to the infant that was to eventually become the Child, Childeric gave her a few months alone with the baby to feed and care for it - ultimately immuring her within the cell when the Child was finally weaned.
From then on, the Child was raised exclusively by Arnulf, Childeric's tongueless manservant, who provided him with food, bedding and clothing - all while suffering continuously as a result of the mutilation that his master had inflicted on him. By all accounts, the Child showed none of his usual destructive personality at this time, choosing to remain quiescent and passive until such time as he was finally released. Meanwhile, Childeric intended to keep the young god under lock and key until he turned seventeen, by which time the Child would be able to transform him into a god as well, then they would be take the throne together and rule as father and son.
Needless to say, despite his many attempts to diverge from the patterns of the castle and attain true awareness, Childeric never once imagined that the Child was not his son, nor did he ever imagine his relationship to the doddering court scribe that still haunted the current Emperor's steps.
However, when the Child was five years old, Emperor Pepin VI unexpectedly died, having fallen asleep in the bath and drowned. Forced to accelerate his plans, Childeric hastily set to work on attempts to attain the throne by mundane means, allowing him to rule as a mortal Emperor until he was ready to release the Child from captivity.
However, not long after the audio play begins, Childeric's attempts to seize power by undermining the already-compromised subjects of his recently-crowned brother fail when the TARDIS unexpectedly appears in the throne room. With the Doctor and Frobisher being hailed as angels and Pepin VII being hailed a true living god, Childeric is once again forced to rethink his plans: needing to analyze the Child's current transformation, he orders the High Priest to capture Eugene Tacitus alive and bring him to the catacombs, intending to use the scribe as a means of studying the developing god. However, the Doctor ends up being brought along for the ride as a result.
Are You My Father?
Once he has finished explaining his plan to Eugene and the Doctor, Childeric intends to cut out the scribe's tongue in order to avoid any damage to the Child - and cut out the Doctor's heart, finding the "angel" surplus to requirements. However, Pepin VII's gold-digging wife Livilla soon arrives in the catacombs in an attempt to join forces with Childeric, revealing that the Emperor has abdicated the throne and declared Frobisher his replacement. Not knowing the full extent of "The Big Talking Bird's" powers, Childeric decides to release his son from captivity, believing that only a god can ensure their ascent to the throne now. With Childeric's followers and prisoners having assembled to witness the young god being released from his cell, Eugene suddenly begins to remember as he witnesses Arnulf carrying the Child up the stairs towards them, and instinctively warns them not to wake him up - to no avail.
Awakening from his slumber, the Child reveals that he understands human speech, claiming to have achieved omniscience and declaring himself the true god of the castle. Delighted to hear that the people gathered around him are his slaves and playthings, the Child is immediately amused when Livilla takes exception to her new role, loudly complaining about "playing second fiddle" to Childeric's son when she had intended to provide the prospective Emperor with a son of her own and rule by his side.
To the Child's continued delight, Childeric offers her to him a test of his son's abilities: telepathically invading Livilla's brain and seizing control her body, he reads her mind at length and remarks on the lack of room, sneeringly mocking her limited understand of power as "pretty baubles" and "spite and greed." The Child then unleashes his full power on the fallen Empress, regressing her to what he sees as her true form - that of an infant, which he then begins to play with as if she were a doll. However, the Child's rough games prove too much for baby Livilla, who fatally "breaks" over the course of being toyed with.
Disappointed with the lack of fun he got out of his plaything, the Child immediately demands another one; when his father refuses him, the young god throws a temper tantrum, bombarding the horrified onlookers with a maelstrom of chaotic energies and forcing all but Childeric and Arnulf to retreat. To the Child's immense surprise, his father is able to end the tantrum with a single slap to the face; though he considers making the hunchback's hand drop off, he cannot bring himself to harm his father and chooses to remain obedient instead.
The two then discuss their plans to seize the throne: however, where Childeric suggests acting as the Child's regent until he comes of age and can take the throne, the Child instead suggests entering his father's mind and merging with him, becoming one all-powerful entity ruling the castle as father and son for all eternity - a possibility that clearly fascinates Childeric.
However, the Child is hungry for human minds to devour and eager to kill for amusement, and will not be assuaged by requests to be patient. Instead, his attention turns to Arnulf: upon realizing that his caretaker is mute, the Child uses his powers to regenerate Arnulf's tongue, much to the tormented slave's joy; however, it turns out that he only did this in order to hear his next victim's last words, and Arnulf barely has enough time to beg for mercy before dying horribly - another disappointment to the Child, who was hoping for something more profound.
At that point, the Doctor returns to the catacombs to confront Childeric and his son; interrogating them at length over what they plan to do with their newfound divine powers, he soon discovers that neither of them have any concept of the world outside the castle and comes to the conclusion that Childeric (as a fictional construct) can't harm him. Unfortunately, he also realizes that the Child is a partially real construction, and can harm the Doctor.
Fortunately, the Child is more interested in merging with his father and beginning their eternal rule over the castle; however, at the very moment the two are about to achieve total fusion, the Child discovers that Childeric is not actually his father. Shocked and betrayed by the knowledge and for once unwilling to listen, he tears the villainous stereotype to bloody shreds.
In the aftermath of this tantrum, the Child is immediately sorrowful and begs to know where his father is. Curious, the Doctor suggests that he lower his voice, making him sound like an adult: when the Child finally does so, it's revealed that he sounds identical to Eugene, allowing the Doctor to realize the Child's true nature as a living torture device built to torture the real Eugene. Demanding to know his father's name, the Child is infuriated when the Doctor refuses to answer, and invades the Doctor's mind in an attempt to learn the truth - only to find himself suddenly overwhelmed by the influx of information pertaining to the world outside the castle.
Unwilling to believe that there could be a world that his father isn't at the very center of and unable to find the information he needs in all the data, the Child decides to look for him on his own, and angrily teleports himself away - leaving the Doctor to try to catch up with him on foot. Not long afterwards, he ambushes Clovis on the stairs, demanding to know if the High Priest is his father - soon resorting to taking both the answers and his mind by psychically devouring Clovis alive.
Arriving back in the castle keep, the Child immediately begins searching for his father once again, interrogating citizens at random and demanding to know if they are his father - killing them horrifically when they fail to answer to his satisfaction. Soon, the entire castle's population is in a blind panic, many of them begging Frobisher for a miracle he can't provide as the Child continues massacring his way through the crowds, enjoying the sounds and smells of death even as he demands to know where his father is hiding.
His search eventually leads him down into the dungeons, where former Emperor Pepin VII is tending to his mother, Berengaria: in a valiant but futile attempt to save his mother, Pepin attempts to shield her, refusing to answer the Child's questions in a desperate attempt to draw its ire. The Child immediately bursts Pepin's skull - though he's a little disappointed that this latest victim didn't scream. He then demands worship and his father's whereabouts from Berengaria, who - in her first true display of free will in her entire life - refuses to grant him either, being all too happy to die by then. Disgusted, the Child kills her and continues his rampage.
Final Deaths
Soon, everyone in the castle is dead, and the Child begins destroying the castle itself: bit by bit, entire swaths of the prisoner's fantasy begin disintegrating back into the featureless void that it was originally built from. However, by that stage, the Doctor has made it back to the throne room, where Frobisher and Eugene are sheltering: here, he is able to explain what has happened, eventually prompting the last of the blocks on Eugene's memory to fade and allowing the scribe to realize who he really is.
Moments later, the Child enters the throne room, the last vestiges of the castle slowly disintegrating around him as he does so. Horror-stricken, Eugene finally confesses his crimes to the Doctor and Frobisher, and tries to kill the Child once again, believing that this is the only way to save the three of them from the torture device's powers. However, the Doctor is able to make him realize that the Child will not kill him: his purpose isn't to kill or even to inflict physical harm, but to make Eugene relieve his crime in exacting detail - which he has. By killing the Child, Eugene will only prolong his sentence in the pocket dimension for eternity.
Despite its purpose, the Child still wants to be reunited with his father, and now remembers its first murder: in a display of childish devotion to Eugene, he asks if he did something wrong to prompt being killed - prompting the prisoner to finally break down in a fit of grief and remorse. When the time comes for him to complete the re-enactment of his crime, Eugene instead hands the knife to the Child, and despite the Doctor's attempts to intervene, successfully guides the Child through the process of stabbing him through the heart.
As Eugene dies, the Child begins aging into his true form - a mirror image of Eugene himself; mournfully remarking on how he thought they would rule forever, the Child then dissipates into nothingness, his purpose having concluded with the prisoner's death.
From the moment of his introduction, the Child displays a near-limitless array of powers: immediately demonstrating the ability to comprehend human language despite having never once been exposed to it, he then displays telepathy, allowing him to read the thoughts and memories of other beings - either fictional or real - and even control their actions to a degree, a process that most victims find painful. He can even consume the minds of others through this power, assimilating their thoughts and memories in a violent alternative to simply reading them.
His power is not limited to the minds of others, however: in his ability to regenerate Arnulf's tongue or regress Livilla to infancy, he displays the power of biomanipulation, allowing him to shape and warp organic tissues at will. He also demonstrates telekinesis in his temper tantrum, the brutal dismemberment of Childeric, and Pepin's apparent decapitation. Much to the Doctor's frustration, he is also able to overcome the physical limitations of his five year-old body by teleporting himself around the castle, leaving the Doctor with over two miles of steps to climb in order to catch up with him. Ultimately, the Child's most ostentatious displays of power involve his ability to render the substance of the castle back into formless void, allowing him to destroy the interior of the prison at will.
However, the Child's most dangerous power lies in the simple fact that he is much more "real" than Eugene's other fictional constructs, allowing him to inflict harm on real people - including the Doctor.
The Child's habit of asking future victims "Are you my father?" eventually inspired the Empty Child's habit of asking "Are you my mummy?"
Retrieved from "https://villains.fandom.com/wiki/The_Child_(Doctor_Who)?oldid=3468591"
Thought-Forms
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Subsets and Splits