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Drive Your Plow Over the Bones of The Dead by Olga Tokarczuk. I am an incredibly slow reader, but the tone and specificity of the world she creates in this book was something I couldnt leave behind until it was done. Also: All We Sawby Anne Michaels, Fight Nightby Miriam Toews, and The Summer Before the Darkby Doris Le...
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In the recently tabled National Budget, Denel has been allocated R3 billion to settle interest payments. Reuters Fourteen current and former employees of Denel were paid almost R4.7 million on Friday from an attached RMB bank account of thestate-owned arms manufacturer. The group of employees had the bank account attac...
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Shares Take a break its good for you (Picture: Getty/Metro.co.uk) Its tempting to think that the best way to get work done is to go at a breakneck speed; multi-taskingand cramming as much as possible into your day without a pause for breath. If you and rapidly tick off tasks until the end of the day, youre being super ...
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RESO is currently hiring for two positions: Product Managerand Membership Manager The Product Managerensures the progression of product planning and execution throughout the product life cycle, including: gathering and prioritizing customer requirements, aligning with the strategic plan and product vision of engineerin...
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Charter Buyer Club What is the Charter Buyer Club? The Charter Buyer Club is our exclusive program that allows you to enjoy an increasing lifetime discount simply by placing orders! The idea is simple - for each purchase you make, you graduate to a higher level of discounting: 1st Order - Standard, Full Price (or save ...
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| Updated: 18-03-2021 16:32 IST | Created: 18-03-2021 16:32 IST Late last year, a semi-retired Britishscientist co-authored a petition to Europe's medicines regulator. The petitioners made a bold demand: Halt COVID-19 vaccine clinical trials. Even bolder was their argument for doing so: They speculated, without providi...
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3 Feb 2022, 08:52 UTC by Through its new Fuoriserie customization program, Maserati is inviting its customers to tailor their vehicles so that they match their unique personality. The program is available in North America for model year 2022 cars. 7 photos As part of the Fuoriserie program, which by the way means custo...
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in the race for state superintendent of education. Also, 2022 is shaping upas a GOP wave election meaning Democrats will face longer odds than usual. Does the party have a path to victory in such a climate? In a word, no . Still, Votours candidacy is interesting (and worth covering) for several reasons most notably ...
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Excellent customer service and excellent products! Highly Recommended! This is the first time I used them. But I know Bonsoni for quite sometime and few people recommended them. Would definitely use again Good value for money We bought an Oak side table for my elderly mother-in-law, she finds it very useful and attract...
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about 200 ) that cause scarring, or fibrosis, of the lungs. The scarring can make it hard to breathe, and the damage usually isnt reversible, causing it to get worse over time. In the U.S., idiopathic pulmonary fibrosis has been found to be the most prevalent ILD. I had a talk show at the time. And from the moment we t...
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FIT Welcomes New Service from CMA CGM to Port Everglades Cagema 2 Service The Maritime Executive Florida International Terminal (FIT), a terminal operated by SAAM at Port Everglades, welcomed CMA CGMs new service: CAGEMA Main Loop 2. The new service will be the only port of entry into the United States for the Marseill...
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Drought Tolerant Plants: TheJunipers When I first developed a real interest in plants, I was in the heyday of my zine writing career. As my interest in gardening grew, writing a zine about it became inevitable. Initially I envisioned the zine as a journal of sorts the journal of a budding horticulturist (pun intentiona...
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Print What comes after the Coronavirus outbreak? Politicians are discussing a huge economic stimulus package in many capitals, and the central banks worldwide want to support this with cheap money. The predicted decline of the global economy seems unprecedented in this form. Reconstruction of certain economic processes...
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NOTEBOOK: Lions wide receivers need to step up with Williams ruled out Running back duo: Staley would like to keep the tandem of Jamaal Williamsand D'Andre Swiftrolling and not have to back off the running game like they did when they got behind the 49ers last week. Williams and Swift both had more than 100 yards from ...
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CDC endorses schools' coronavirus 'test-to-stay' policies By MIKE STOBBE Associated Press Dec 17, 2021 Dec 17, 2021 Katie Lucey administers a COVID-19 test on her son Maguire at a PCR and Rapid Antigen COVID-19 coronavirus test pop-up on Wall Street in New York on Thursday, Dec. 16, 2021. U.S. health officials are endo...
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Joe Bernick From Florida to North Carolina to Texas to Arizona and beyond, nurses were rising up on Jan. 13. | NNU TUCSONSome 100 Registered Nurses and community supporters showed up for a press conference here Thursday morning, Jan. 13, to demand a safe environment for themselves and their patients. The action was spo...
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21 November 2020 Hi, Our Company wants to reimburse legal fees(Advocate bills) to one of the directors incurred by him on personal capacity under a dispute, can someone suggest whether this will attract RCM under GST for the following two Case - 1 . Bill is in the name of the Director and submitted to the Company for r...
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Sheryl Crow and Olivia Rodrigo at Billboard Women In Music held at YouTube Theater on March 2, 2022 in Inglewood, California. Michael Buckner for Billboard Billboards 2022 Women In Musicevent took over the YouTube Theater in Inglewood, Calif., on Wednesday (March 2) evening, honoring female power playersin the music in...
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Keepin It Strong Style NJPW star Rocky Romero spoke about his desire to have another run as IWGP Junior heavyweight champion (he previously held the title as Tiger Mask) before retiring, as well as his thoughts on IMPACTs Josh Alexander, who Romero compares to the legendary Kurt Angle. Highlights from the interview are...
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helps you find new open source packages, modules and frameworks and keep track of ones you depend upon.
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A Belgian biotech firm claims it has developed a foolproof coronavirus antibody test that is 100 per cent accurate. Liege-based ZenTech said it had started making tens of thousands of its government-certified tests a week. Zentech plans to roll them out in Belgium first before scaling up manufacturing to three million ...
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certain populations ) and strong bones Unfortunately, vitamin D is one of the more elusive vitamins. It's not found in high concentrations in many foods, and many people miss out on the one big opportunity to get vitamin D -- sun exposure -- because they're stuck inside their workplaces all day. Thus, vitamin D deficie...
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0 Medical leadership is becoming more important, perhaps because its becoming more common. The American College of Physician Executives reports that more than five percent of hospital CEOs are now physicians, with that number growing rapidly under the value-based system. Medical schools at Duke University, the Universi...
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Richard and Joyce Browning to Corey Miller and Stephanie and Jeffrey Barefoot, Lot 30, Hillview addition, $265,000. Linda McCaig to Bryan Johnson, Lots 1-3, Holly Hills subdivision $165,000. Burrell Properties LLC to Abdelaati and Bridget Kaiaa, Lot 25, Westmeade subdivision, $75,000. T. Scott Lyons to Dominic and Tony...
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Share this page on Print Primary Content Caption A US Postal service employee unloads mail at a facility on February 10, 2022 in Houston, Texas. On February 8, the House of Representatives passed the Postal Service Reform Act of 2022 (H.R. 3076). The legislation will address operational and financial issues that the ag...
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The mention sources can contact us to remove/changing this article What Are The Main Benefits Of Comparing Car Insurance Quotes Online LOS ANGELES, CA / ACCESSWIRE / June 24, 2020, / Compare-autoinsurance.Org has launched a new blog post that presents the main benefits of comparing multiple car insurance quotes. For mo...
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Future Adelaide Don't miss out on the headlines from Future Adelaide. Followed categories will be added to My News. Since Year 8, Kuvam Lockyer-Sharrock has had his mind set on a career in nursing so, when a family friend suggested working in aged care would give him a stepping stone to fulfilling his dream, he jumped ...
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and the perception of dementia within the community may be a helpful starting point to make the experience of seeking and receiving dementia more inclusive to the South Asian community. Access to services After diagnosis, access to appropriate services is crucial to maintain the quality of life for people living with d...
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Bank of America, National Association Date Approved May 3, 2020 Companies and nonprofit organizations that receive PPP loans may have the loans forgiven if they meet certain criteria including not laying off employees during an 8-week period covered by the loan. Applicants must attest in their application that the loan...
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The Marilyn Manson impersonator gave up I am, great battles, great celebrities, which left his followers very sorry. Faced with this surprising event, Mauri Stern , a member of the jury table, decided to pronounce himself through his social networks. In its , the former Magneto member regretted that Mike bravo You have...
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Pin Theres a special sort of fanfare in the whiskey community that is reserved for when a new distiller of Kentucky straight bourbon officially comes of age. This milestone is of course achieved when they release their first brand of straight bourbon, which can technically be done after the whiskey has spent two years ...
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Swarm launched satellites on Astra mission by Jeff Foust March 22, 2022 The March 15 launch of Astra's Rocket 3.3 carried 16 SpaceBEE satellites for Swarm Technologies, a customer who was undisclosed at the time of the launch. Credit: Brady Kenniston/Astra WASHINGTON Swarm Technologies was the unidentified customer of ...
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1637084142 Tech team breaks world record for biggest domino chain of laptops A tech team has smashed the world record for the biggest domino chain of laptops with 752 toppling one after the other. Staff at recycling company Out of Use lined up the broken second hand computers and beat the previous world record by more ...
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Mersey Care has only had five Covid-19 deaths because it is a mental health and disability services trust 2 December 2020 What was claimed Mersey Care NHS Foundation Trust have had five deaths related to Covid-19 and all patients that passed away had pre-existing conditions. Our verdict This is true, but Mersey Care NH...
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Find your bookmarks in your Independent Premiumsection, under my profile Don't show me this message again Wayne Rooney is currently in charge of Derby County (Getty Images) Wayne Rooney has revealed his main motivation behind going into management was to one day take charge of Manchester United Rooney has remained com...
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Save You and I have been around for a lot of Christmases. We have given, and received, many gifts. Most of those, of course, have been forgotten over time. Most of us cant even remember what we got for our birthday this year, much less Christmas 2010. Yet of all the Christmases, and all the gifts, one still stands out ...
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Register Now Event Description: Join us Friday, March 23, 2018 to celebrate the grand opening of The Beaufort Sound: Hearing and Balance Center, an independently owned and operated audiology clinic located in Beaufort, SC. Catered by Moe's of Beaufort.
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Mar 28, 2022 6:48AM New processes and systems likely to be required. The launch of a five-year virtual care strategy by NSW Health is likely to lead to wide-ranging changes to the organisations IT, iTnews has learned. A NSW Health spokesperson said the strategy is likely to need new processes and technology to underpin...
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Mag Holdings Bhd , according to JF Apex Research. Serba Dinamik has formally appointed Ernst & Young Consulting Sdn Bhd as the special independent reviewer to assist the board in undertaking the special independent review on the issues raised by its former external auditor KPMG PLT. Media Prima is paying RM156.4mil to ...
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PGPM ) Class of 2021. This year, the average CTC of the top 25% and top 50% of the batch are Rs 31 lakh and Rs 28.7 lakh respectively. PGPM is a one-year full-time AICTE-approved executive programme (preceded by three months of online learning) for professionals with five years of work experience and strong domain expe...
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Experienced medical writer (Oxford) Job description Seques (www.seques.biz) is the first global healthcare communications agency to specialize in the field of genomics. It combines expertise in genetics and healthcare communications to create scientifically accurate and impactful programmes in partnership with pharmace...
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Download 1.40 MB Diabetes health care has become a "postcode lottery", with data revealing access to new medications can depend on where you live and how much you earn. People who live in remote and lower socioeconomic areas were far more likely to be using older and less effective medications than those in wealthier c...
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View Comments I want all children to be successful in life. Thats a belief I shared with my late husband Tom. Both of us had backgrounds in physical education. Like me, Tom was an advocate for living an active lifestyle and promoting fitness, particularly in children. Being active is crucial for children as they grow i...
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Deep Down , the PlayStation 4 exclusive action game showcased by CAPCOM at the very beginning of this console generation? It stunned everyone with the amazing graphics powered by the so-called Panta Rhei game engine. The game itself was meant to be a single player and cooperative dungeon crawler where the player charac...
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the very worst place in the Great Lakes for an oil spill to happen. The pipeline should not be there at all, but now Enbridge wants to go even further, blasting a new underground tunnel beneath the straits to replace the existing underwater pipeline. A broad coalition of Michiganders have come together to oppose Line 5...
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Published 6 January 2022 The National Association of Nigerian Students has threatened to mobilise its members to the streets of Lagos to demand justice for late Dowen College student, Sylvester Oromoni. The Association alleged foul play in the report of the Lagos State government exonerating five students and five empl...
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STACEY Solomon has given fans an update on her kitchen at Pickle Cottage. The who has lived at the home for a year now, has finally got herself a brand new Aga oven, costing around 15,000. 5 Stacey Solomon has revealed her 15k oven for the first time 5 Stacey has finally had the floor fitted Sharing a glimpse of the im...
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Russia-Ukraine crisis may impact the real estate sector The bench was also informed that Bank of Baroda would be the consortium's lead bank. The court had directed the consortium to release the funds within a week after final approval. Seven banks, which include Bank of Baroda, Punjab National Bank, UCO Bank, Bank of I...
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Sorry, there seem to be some issues. Please try again later. Submitting... This site is protected by reCAPTCHA and the Google Privacy Policyand Terms of Serviceapply. Danny after his amazing nine stone weight loss. At my first meeting I felt really nervous as my weight had been a issue I didnt feel comfortable in deal...
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Image used for representational purpose only By Express News Service BENGALURU: A 22-year-old student drowned in Chunchi Falls in Kanakapura of Ramanagara district on Sunday morning. The deceased Ambar Gangola was a BA student in a private university near Sarjapur. He was a resident of Dommasandra and his father worked...
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EVERETT Rose Travis works seven days a week at two jobs. She doesnt spend her hard-earned money on lottery tickets. Work was her ticket to winning a $50,000 jackpot. Travis, 46, a med tech at Aegis Living Lynnwood, won the companys Dream Big $50,000 prize in a random drawing for employees. Every year, an Aegis worker g...
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By allowing ads to appear on this site, you support the local businesses who, in turn, support great journalism. COVID-19 testing site at Effingham Hospital opens The Effingham Hospital site will be open for specimen collection every Monday, Tuesday, Thursday and Friday from 8:30 a.m.- 3:30 p.m. - photo by File photo S...
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Senior Reporter, South Florida Business Journal Mar 28, 2022 Boca Raton Regional Hospital broke ground on a seven-story patient building on its main campus. The Gloria DrummondPatient Tower, named after the late founder of the hospital, will total 437,000 square feet. It will include surgical suites and private patient...
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Immunotherapy combo achieves reservoir shrinkage in HIV model Stimulating immune cells with two cancer immunotherapies together can shrink the size of the viral reservoir in SIV (simian immunodeficiency virus)-infected nonhuman primates treated with antiviral drugs, Emory researchers and their colleagues have concluded...
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Dominion to replace 6,000 feet of gas lines in Highland Square starting next week Akron Beacon Journal View Comments View Comments Dominion Energy Ohio will replace roughly 6,000 feet of underground gas lines in Akron's Highland Square neighborhood beginning next week. The project is expected to be completed by June. T...
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Sanders 2020 News Podcasts & Media Vermont officials said Monday they were hopeful that the two sides were close to an agreement. Im very optimistic that this is going to be settled within 48 hours, Kevin Mullin, chair of the regulatory Green Mountain Care Board, told VTDigger. Mullin said he wrote to both sides earlie...
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Example: Yes, I would like to receive emails from Alabama Launchpad. (You can unsubscribe anytime) Constant Contact Use. By submitting this form, you are consenting to receive marketing emails from: Economic Development Partnership of AL, 1320 1st Avenue South, Birmingham, AL, 35233, http://www.edpa.org. You can revoke...
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UPDATED: November 1, 2021 03:35 IST File photo | EOW questions Niira Radia for 4 hours in Rs 300 cr fraud case. The Economic Offences Wing (EOW) of the Delhi Police questioned Nayati Healthcare chairperson Niira Radia for nearly four hours in connection with an alleged Rs 300-crore loan embezzlement case involving Yes ...
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Where is my cut? Tennessee CEO indicted for $2.5 million Medicare fraud case Until last summer, the company was run by CEO John Davis, who had led Comprehensive Pain Management since 2011. In April, Davis was indicted for Medicare fraud, accused of receiving $770,000 in bribes from the head of another company. Davis al...
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Hand Therapy Hand Therapy Empower Physical Therapy offers hand therapy services to treat injuries or help you recover from any number of upper extremity complications and return you to the highest level of function possible. Therapy may include treating these areas: Shoulder Forearm, wrist, hand and fingers Custom spli...
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Having a mobile vet visit your home creates a better experience for you, your pet and the vet. This is branded content from Pawssum. As increasing numbers of Australians embrace the benefits of having products and services delivered direct to their door, the popularity of mobile veterinarians is on the rise. Having a P...
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Changing diet trends, a fast-growing population, and international trade opportunities could help Australia become "a global delicatessen" for protein, according to national science agency CSIRO. Key points: New report finds $13 billion opportunity for Australia's protein market Globally, the population is expected to ...
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Mon, 21 Mar, 2022 - 15:58 Alan Magee Henry de Bromhead and Rachael Blackmore were coming back down to earth on Monday as they reflected on last week's Champion Hurdle and Gold Cup victories at Cheltenham. For De Bromhead it was the second year in succession he had won both feature races, as well as providing the Gold C...
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update Article was updated 1 hr ago A man attending a rally for Conservative leadership candidate Pierre Poilievre in Brampton was taken to hospital after suffering a medical episode Saturday. Peel paramedic crews attended the scene at Bramptons Pearson Convention Centre around 10:15 a.m. At the venue, paramedics found...
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WhatsApp The Delhi University has said, every student getting admission to the University will have to plant a sapling and take care of it. The students have to also submit the progress report of the plant after six months. This programme has been launched under the social responsibility of the university towards the e...
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The Second Husband's latest episode revealed two things. Firstly, it showed the extent to which Jae-kyung would go to just to hurt Sun-hwa. Secondly, it also revealed that Sun-hwa was not biologically related to her grandmother.Sun-hwa, in the meantime, continued to be misunderstood by Jae-min. Turns out he believed hi...
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Pinterest Determination and Patience There is always a balance of art and science that goes into innovation to ensure a product comes to like as you envisioned but even more so with food and beverage products. To create a successful food or beverage brand, you must be determined and patient. For instance, Silk spent se...
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11:44 AM, Feb 24, 2022 and last updated 2022-02-24 13:44:04-05 NEW ORLEANS Outdoor decorations are part of a new big easy tradition. "I feel like this is a great tradition that came out of a crazy time," resident Maurice Sholas said. When COVID forced New Orleans to cancel Mardi Gras with its elaborate floats and must ...
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About Joseph Lee At the Dermatology Center, we believe in the complete and comprehensive care of the patient, which is why we come together to offer you an integrated practice that treats every aspect of your skin. Our team of board-certified dermatologists and clinical estheticians are here to help you achieve the bes...
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events

This is a text classification dataset. It is intended for machine learning research and experimentation.

This dataset is obtained via formatting another publicly available data to be compatible with our AutoIntent Library.

Usage

It is intended to be used with our AutoIntent Library:

from autointent import Dataset
banking77 = Dataset.from_hub("AutoIntent/events")

Source

This dataset is taken from knowledgator/events_classification_biotech and formatted with our AutoIntent Library:

"""Convert events dataset to autointent internal format and scheme."""

from datasets import Dataset as HFDataset
from datasets import load_dataset

from autointent import Dataset
from autointent.schemas import Intent


def extract_intents_data(events_dataset: HFDataset) -> list[Intent]:
    """Extract intent names and assign ids to them."""
    intent_names = sorted({name for intents in events_dataset["train"]["all_labels"] for name in intents})
    return [Intent(id=i,name=name) for i, name in enumerate(intent_names)]


def converting_mapping(example: dict, intents_data: list[Intent]) -> dict[str, str | list[int] | None]:
    """Extract utterance and OHE label and drop the rest."""
    res = {
        "utterance": example["content"],
        "label": [
            int(intent.name in example["all_labels"]) for intent in intents_data
        ]
    }
    if sum(res["label"]) == 0:
        res["label"] = None
    return res


def convert_events(events_split: HFDataset, intents_data: dict[str, int]) -> list[dict]:
    """Convert one split into desired format."""
    events_split = events_split.map(
        converting_mapping, remove_columns=events_split.features.keys(),
        fn_kwargs={"intents_data": intents_data}
    )

    return [sample for sample in events_split if sample["utterance"] is not None]


def get_low_resource_classes_mask(ds: list[dict], intent_names: list[str], fraction_thresh: float = 0.01) -> list[bool]:
    res = [0] * len(intent_names)
    for sample in ds:
        for i, indicator in enumerate(sample["label"]):
            res[i] += indicator
    for i in range(len(intent_names)):
        res[i] /= len(ds)
    return [(frac < fraction_thresh) for frac in res]


def remove_low_resource_classes(ds: list[dict], mask: list[bool]) -> list[dict]:
    res = []
    for sample in ds:
        if sum(sample["label"]) == 1 and mask[sample["label"].index(1)]:
            continue
        sample["label"] = [
            indicator for indicator, low_resource in
            zip(sample["label"], mask, strict=True) if not low_resource
        ]
        res.append(sample)
    return res


def remove_oos(ds: list[dict]):
    return [sample for sample in ds if sum(sample["label"]) != 0]
    

if __name__ == "__main__":
    # `load_dataset` might not work
    # fix is here: https://github.com/huggingface/datasets/issues/7248
    events_dataset = load_dataset("knowledgator/events_classification_biotech", trust_remote_code=True)

    intents_data = extract_intents_data(events_dataset)

    train_samples = convert_events(events_dataset["train"], intents_data)
    test_samples = convert_events(events_dataset["test"], intents_data)

    intents_names = [intent.name for intent in intents_data]
    mask = get_low_resource_classes_mask(train_samples, intents_names)
    train_samples = remove_oos(remove_low_resource_classes(train_samples, mask))
    test_samples = remove_oos(remove_low_resource_classes(test_samples, mask))

    events_converted = Dataset.from_dict(
        {"train": train_samples, "test": test_samples, "intents": intents_data}
    )
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