Add SetFit model

README.md

@@ -10,164 +10,333 @@ datasets:
 metrics:
 - accuracy
 widget:
-- text: 'FOXBOROUGH — With Bill Belichick gone and no clear heir to his personnel
-    throne in New England, it remains murky who will have final say on the roster
-    as the offseason gets rolling.
+- text: 'A 16-acre property once home to the long-shuttered Foxborough State Hospital
+    will soon provide housing for 141 low-income senior households.
 
 
-    At Jerod Mayo’s introductory press conference, Robert Kraft said it’d be collaborative
-    approach for now, but sought to debunk the idea that ownership will be more involved.
-    He said his family will continue to delegate to the football operations staff
-    as they have since purchasing the team in 1994.
+    Walnut Street, an affordable housing project being developed by the Affordable
+    Housing Services Collaborative and Onyx, will turn land that has been vacant for
+    decades into much-needed affordable housing.
 
 
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-    PA, VA, MD, WV, TN, LA, KS, KY, CO, AZ, IL, IA, IN, OH, MI. Gambling problem?
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+    “Housing is empowering. No matter our age, it is a comfort not to worry about
+    whether we can afford a place,” Onyx CEO Chanda Smart said at a press conference
+    Thursday. “Senior housing for the town of Foxborough means that seniors who worked
+    and raised their families here in Foxborough still have the opportunity to remain
+    here.”
 
 
-    “It will be the same input that we’ve had for the last three decades: We try to
-    hire the best people we can find and let them do their job and hold them accountable,”
-    Kraft said. “If you get involved and tell them what to do or try to influence
-    them, you can’t hold them responsible and have them accountable. It’ll be within
-    the people’s discretion who are the decision makers to do it, and if we’ve hired
-    the wrong people, then we’ll have to make a change. But we’re going to try to
-    enjoy it as fans.”
+    Foxborough State Hospital opened in 1889 as the Massachusetts Hospital for Dipsomaniacs
+    and Inebriates for treatment of alcoholism, according to the National Park Service,
+    and was later converted to a standard psychiatric hospital. It closed in 1975,
+    and parts of the property have already been redeveloped over the years.
 
 
-    Kraft said there’s only one situation where ownership will get involved in football
-    ops, and that’s when it comes off-the-field issues.
+    The Foxborough Housing Authority first began working on the project back in 2011.
+    The land was transferred to the agency from the state in 2017 to be used for affordable
+    housing.
 
 
-    “The only area that we have really weighed in is when it comes to bringing in
-    people that we might think are not the right character to be here and they have
-    done things in their past,” Kraft said. “That’s the only time we’ve really weighed
-    in.”'
-- text: 'My mom loved Christmas so much, she would sometimes leave the tree up until
-    April.
+    Acting Town Manager Paige Duncan told MassLive that the town held a number of
+    community meetings to decide what to build on the property.
 
 
-    She dyed a sheet blue for the sky behind the crèche and made a star of tin foil.
-    The cradle would stay empty until Christmas morning; when we tumbled downstairs,
-    the baby would be in his place, and the house would smell of roasting turkey.
+    “It was controversial, but what came out was a clear support for senior housing,”
+    she said. “We really tried to address the needs of the community and we came up
+    with a project that was sensitive to the area. We didn’t want a big block of buildings
+    that towered over the neighborhood.”
 
 
-    Mom always took it personally if you didn’t wear red or green on Christmas, and
-    she signed all the presents “Love, Baby Jesus,” “Love, Virgin Mary” or “Love,
-    St. Joseph.”
+    After that, she said, there was overwhelming support for the project. The permits
+    were filed in February and approved by April, an almost unheard-of timeline.
 
 
-    (My brother Kevin was always upset that Joseph got short shrift, disappearing
-    from the Bible; why wasn’t he around to boast about Jesus turning water into wine?)
+    The finished project will provide 141 new apartments for residents age 55 and
+    over. Of those, 35 will be reserved for people making 30% or less of the area
+    median income, and 85 will be for those making 60% AMI. Foxborough residents will
+    be given preference for 70% of the units.
 
 
-    We went to midnight Mass back then, and it was magical, despite some boys wearing
-    Washington Redskins bathrobes as they carried presents down the aisle for Baby
-    Jesus.'
-- text: 'It is the first time that this food-dunking behavior has been documented
-    in parrots — it has also been observed in grackles and crows. And it was a serendipitous
-    discovery for the lab, which typically relies on meticulously planned experiments
-    to test the cockatoos’ renowned problem-solving skills. “But sometimes we get
-    gifted with accidental things that just happen,” Dr. Auersperg said.
+    A second phase of the project once this one is complete will add approximately
+    60 more units.
 
 
-    Goffin’s cockatoos are known for their ability to use and manipulate objects.
-    In earlier studies, Dr. Auersperg and her colleagues found, for instance, that
-    the birds could open locked puzzle boxes and make their own tools to obtain out-of-reach
-    food.
+    Greg Spiers, chairman of the Housing Authority, said the new senior housing was
+    badly needed, noting there are about 5,500 elderly and disabled people on public
+    housing waiting lists in Massachusetts.
+
+
+    “With 195 of those on that list Foxborough residents, that 70% local preference
+    for first-time rentals is one of our goals,” he said. “The need is so great for
+    affordable housing in our area and the entire state.”
 
 
-    But the researchers at the Goffin Lab did not typically pay close attention to
-    the birds’ behavior at lunch, said Jeroen Zewald, a doctoral student in the lab
-    and another author of the study. Until, one day last summer, they noticed something
-    curious. An affectionate male bird named Pipin — “the gentleman of the group,”
-    Mr. Zewald said — was dunking his food into the tub of water typically used for
-    drinking and bathing. Two other birds in the lab, Kiwi and Muki, turned out to
-    be dunkers, too, the researchers noticed.
+    Housing and Livable Communities Secretary Ed Augustus praised the town for its
+    dedication to creating more affordable housing, even though more than 10% of its
+    total housing units qualify as affordable. The 10% threshold is the state requirement
+    to stop projects being filed under Chapter 40B, a law which allows affordable
+    housing developments to bypass certain local permitting requirements.
 
 
-    To study the behavior more systematically, Mr. Zewald and Dr. Auersperg spent
-    12 days observing the birds’ lunchtime behaviors. In total, seven of the 18 birds
-    were observed dunking food at least once, they found. (Still, Pipin, Kiwi and
-    Muki were the undisputed dunkmasters, racking up many more “dunking events” than
-    the other birds.)'
-- text: 'SAN FRANCISCO — Celtics fans held their breath midway through Tuesday’s game
-    against the Warriors. C’s star Jayson Tatum appeared to roll his left ankle as
-    he hobbled back to the locker room with 7:45 left in the first quarter.
+    “You know that that is just an arbitrary number, but the real needs are significantly
+    more than that,” Augustus said. “We need more communities to take note of what
+    Foxborough is doing.”
+
+
+    Lt. Gov. Kim Driscoll said the project is a good example of the use of surplus
+    state land for housing. Gov. Maura Healey’s housing bond bill filed in October
+    included a proposed $30 million that would support similar projects to use underutilized
+    state property for housing. Healey also issued an executive order requesting state
+    agencies to conduct an audit of their property to find land any surplus land suitable
+    for this purpose.
+
+
+    “Converting state-owned land to another entity can be a little bit of a torturous
+    pathway. We know that building all the resources you need takes time,” Driscoll
+    said Thursday. “How do we leverage the cost of land, which is one of the reasons
+    housing is so expensive, to build the type of housing we need, but do it in a
+    shorter timetable? That’s what this (project) is all about.”
 
 
-    On the bright side, Tatum retreated to the Celtics locker room under his own power.
-    Tatum appeared to step on the Warriors’ Brandin Podziemski shoe midway through
-    play. Fortunately, it didn’t look like there was too much force on the play as
-    Tatum went to the locker room after twisting his ankle. Here’s a look at the play.
+    The project has received more than $25 million in state and federal funding, including
+    through American Rescue Plan Act rental funds and state and federal Low Income
+    Housing Tax Credits. Work on the site has not yet started.'
+- text: 'WESTFIELD - The St. Mary’s High School boys basketball team may have just
+    found their secret weapon or at least one of them.
+
+
+    St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers
+    to help the Saints stop a two-game slide and turn back Pioneer Valley Christian
+    Academy, 55-32, Wednesday night at Westfield Intermediate School.'
+- text: 'WE’VE SEEN ACROSS OUR REGION. ONE AMBULANCE WE HAVE PROBABLY SIX VICTIMS
+    DOWN HERE. THE 911 CALLS COMING IN AROUND 220 THIS MORNING. BLACK SUV CAME UP,
+    FIRED ROUNDS, TOOK OFF A SHOOTING ON ESSEX STREET WHERE PEOPLE WERE CELEBRATING.
+    A FRIEND HEADING OFF TO COLLEGE. NOW, THIS STUFF IS UNFORTUNATE. I DIDN��T EXPECT
+    IT TO HAPPEN. I NEVER THOUGHT I WOULD GET THAT CALL. HIS BROTHER SAYING ABRAHAM
+    DIAZ IS ONE OF THE SEVEN PEOPLE SHOT. THE 25 YEAR OLD DIDN’T SURVIVE. HE’LL GO
+    TO THINGS LIKE THIS TO SHOW SUPPORT AND LOVE AND THAT’S WHAT THAT’S WHAT HE’S
+    ALL ABOUT. THE SIX OTHERS WERE RUSHED TO THE HOSPITAL. TWO IN CRITICAL CONDITION.
+    THERE’S MULTIPLE PEOPLE THAT WE KNOW PERSONALLY THAT WE HANG OUT WITH AND LAUGH
+    WITH THAT ARE RIGHT NOW IN THE HOSPITAL FIGHTING FOR THEIR LIVES. NOW INVESTIGATORS
+    ARE WORKING TO TRACK DOWN WHOEVER PULLED THE TRIGGER, SAYING VIOLENCE LIKE THIS
+    ISN’T UNIQUE TO. LYNN. IT’S NOT ONLY A PROBLEM IN OUR COMMUNITY, BUT IT’S BEEN
+    A PROBLEM IN MANY URBAN COMMUNITIES LAST WEEKEND IN BOSTON, TWO LARGE BRAWLS INVOLVING
+    TEENS AND KIDS AND A SHOOTING AT THE CARIBBEAN FESTIVAL THAT LEFT EIGHT HURT ENDED
+    WITH 17 PEOPLE ARRESTED, 14 OF WHOM ARE MINORS. NOW, AS LYNN POLICE INVESTIGATE,
+    SOME WHO LIVE HERE ARE QUESTIONING HOW SAFE ARE OUR COMMUNITIES. I HAVE A TWO
+    AND A HALF YEAR OLD BROTHER. I’M STARTING TO THINK LIKE AS A IS THIS A GOOD PLACE
+    TO RAISE HIM HERE? YOU KNOW, IT’S GETTING A LITTLE VIOLENT. LYNN POLICE SAY THEY
+    BELIEVE THIS SHOOTING WAS TARGETED. THEY SAY IT’LL TAKE THE WORK OF POLICE AS
+    WELL AS THE HELP OF THE COMMUNITY TO SOLVE THI
+
+
+    Advertisement 2 of 7 victims in Lynn shooting now dead, district attorney says
+    Share Copy Link Copy
+
+
+    Another man is dead in connection with a shooting that happened early Saturday
+    morning in Lynn, Massachusetts.Authorities announced Sunday that 21-year-old Jandriel
+    Heredia, of Revere, died of the injuries he suffered in the Essex Street shooting
+    that had already claimed the life of 25-year-old Abraham Diaz.The shooting, which
+    injured a total of seven people, was first reported to Lynn police at about 2:20
+    a.m. Saturday.The Essex County District Attorney''s Office said that as of Sunday
+    night, there is no new information as to the condition of the five other shooting
+    victims. "This is a terrible act of violence," Essex County District Attorney
+    Paul Tucker said. "We do not believe this was a random act of violence."Tucker
+    said shots were fired from a vehicle."They were having some type of a social gathering,"
+    the district attorney said. "This violence was put upon them in a terrible way.""The
+    people who did this are not in custody, and we want to make sure we do get them
+    into custody," Tucker added. "I just can''t believe it happened," said Brian Diaz,
+    brother of Abraham Diaz. "I''m still trying to process it.""My brother was a good
+    kid," Brian Diaz added. "He was just like me, giving back to kids, looking out
+    for kids, and ... just wanted to make sure everyone was all right."Brian said
+    Abraham was from Lynn. He said his brother was with a group celebrating a friend
+    who was heading off to college. "This is absolutely outrageous to have this level
+    of violence happen on our streets and in our neighborhood," Lynn Mayor Jared Nicholson
+    said at a news conference on Saturday morning. "It''s horrifying.""What everyone
+    experienced in this street and neighborhood, shouldn''t happen," Nicholson said.Several
+    multi-unit residential homes were located in the area of the shooting. "We believe
+    this incident was a targeted attack," Lynn police Chief Christopher Reddy said.
+    "We are committed to holding those accountable responsible for this senseless
+    act of violence."On Sunday, Tucker and Reddy said that a man was fatally shot
+    on Lincoln Street shortly after 11 p.m. Saturday. Authorities said that based
+    on their initial investigation, the shooting is not believed to be a random act
+    of violence.Anyone with any information about the shootings is asked to contact
+    Lynn police at 781-595-2000 or by texting a tip to 847411 (TIP411).The shootings
+    were being investigated by the Essex County District Attorney’s Office State Police
+    Detective Unit and detectives from the Lynn Police Department. Previous coverage:'
+- text: 'Winter solstice greetings! The shortest day and longest night of year celebrates
+    the return of the light. Unfortunately, winter viruses are rampant during this
+    month of many celebrations. As predicted, COVID-19 cases are increasing along
+    with influenza, RSV, strep and many other respiratory illnesses.
+
+
+    The newest coronavirus subvariant, JN.1, is rapidly spreading and becoming the
+    most dominant variant. The World Health Organization has classified it as a “variant
+    of interest.” To be a variant of interest it must have genetic changes that impact
+    its characteristics and growing in a way that makes it a risk to global public
+    health.
+
+
+    To date there is no evidence of it causing more serious illness. The updated vaccine
+    appears to be active against JN.1. Symptoms are similar to previous strains. Worse
+    symptoms and outcomes are more dependent on a person’s immunity and overall health.
+    The CDC reports emergency room visits, hospitalizations and death rates for COVID-19
+    cases are elevated nationally. In the Midwest emergency visits are increasing
+    to last year’s surge numbers.'
+- text: 'In a culture with an unquenchable urge to trend-hunt and categorize, the
+    calendar might be the most arbitrary measure of all. So, I ’ m taking a pass on
+    writing a year-end best-of list. Instead, let’s call it things that stick. What
+    follows are five experiences still smouldering away in the back of my mind — good,
+    best, neither — months after I first saw them.
+
+
+    LESSONS OF THE HOUR, Wadsworth Atheneum
+
+
+    The great American abolitionist Frederick Douglass was the most photographed person
+    of his era, and not by coincidence. Douglass, a proto-scholar of image theory,
+    knew that the rapid rise of photography in postbellum America could be a powerful
+    tool to contend with American racism, and that if white Americans were to be moved
+    to hold their Black counterparts as equal, they would first need to see them as
+    such. “Lessons of the Hour” began that story by dramatic and affecting means:
+    Isaac Julien’s stirring “Lessons of the Hour,” 2019, a lush, five-channel video
+    portrayed the intensity and drama of Douglass’s oratory gifts, and his hunger
+    for equality. Then, it moved from tell to show, with scores of 19th-century photo
+    portraits of Black Americans, decked out in their best finery, who had taken Douglass’s
+    exhortations to heart. In the constant deluge of imagery, both moving and still,
+    that we live in today, Douglass appears eerily prescient. He urged Black Americans
+    to take active authorship of how they were perceived — an agency that’s now a
+    second-to-second strategy of a large chunk of the planet (under 40, at least)
+    through the frame of social media, a self-curation machine he could never have
+    conceived. The strategy he imagined in the service of high virtue — what else
+    to call the quest for equality? — has been coopted by every manner of vice. There’s
+    a metaphor here I don’t care to explore more deeply; it’s Wednesday night, I just
+    watched 5 minutes of the Republican debate, and that’s as depressed as I want
+    to get. More than anything, I wish Douglass were here — not to see how badly we’ve
+    gone wrong, but to help us find a way out.
+
+
+    Storage jar (detail), 1857. Dave (later recorded as David Drake), American, ca.
+    1801–1870s. Stony Bluff Manufactory (ca. 1848-67), Old Edgefield District, South
+    Carolina. Collection of Greenville County Museum of Art. Eileen Travell/© Metropolitan
+    Museum of Art/Collection of Greenville County Museum of Art
+
+
+    HEAR ME NOW: THE BLACK POTTERS OF OLD EDGEFIELD, SOUTH CAROLINA, Museum of Fine
+    Arts Boston
+
+
+    Advertisement
+
+
+    David Drake, or Dave the Potter, has become a posthumous art star in recent years
+    for the masterful works he made — outsize ceramic food storage jars that none
+    could match — and the story they embody. Born into enslavement, Drake worked at
+    one of the ceramic factories in antebellum Old Edgefield, South Carolina, where
+    jars were mass-produced and exported all over the South for household use. Drake,
+    who could read and write despite its prohibition among enslaved people, emblazoned
+    his works with aphoristic verse – unique transmissions of the enslaved experience
+    that traveled along with the workaday objects he inscribed. As documents, the
+    jars are remarkable primary-source accounts of a life lived in bondage; as art,
+    they embody the spirit and soul of a man whose cruel circumstances couldn’t snuff
+    his creativity and longing for human connection. “Hear Me Now” stays with me in
+    its clear-eyed intent to craft lineage across generations broken by bondage, and
+    to make that shattered story whole. Alongside Drake, and the countless anonymous
+    makers in the exhibition, were renowned contemporary artists Simone Leigh and
+    Theaster Gates, for whom ceramics, a medium forced on generations of Black makers
+    for profit they would never share, is their chosen medium — one with the imprint
+    of Black American cultural DNA. In many ways, their work is an extension of Drake’s
+    — reclaiming a material and process from the depravity of enslavement, and wholly
+    owning it for themselves.
+
+
+    Advertisement
+
+
+    A work by Henry Darger from the 2004 movie "In the Realms of the Unreal," directed
+    by Jessica Yu.
+
+
+    AMERICAN PERSPECTIVES, Portland Museum of Art
+
+
+    Advertisement
+
+
+    This show bothered me, but in the best way. Folk art, a catch-all of misfit otherness
+    — things that make art museums uncomfortable — has been the subject of much reconsideration
+    in recent years, making any show that dares to use the term as fascinating as
+    it is haphazard. “American Perspectives” put those dynamics in high relief, a
+    key art world debate unfolding in real time. It lumped artists like Henry Darger,
+    the Chicago hospital custodian who crafted his epic pictorial saga of the Vivian
+    Girls, heroes of an imagined child slave rebellion, alongside 19th-century handpainted
+    pharmacy signs and carousel horses. Let’s be clear: The product of a deeply examined
+    inner life is not equivalent to workaday craft, however masterful the latter.
+    Herein lies the evolving debate: Darger, who died in 1973, is now collected by
+    the Museum of Modern Art, among other tier-one institutions. So what was he —
+    and others like him — doing in this show? “American Perspectives” put folk art’s
+    work-in-progress definition right in front of our eyes.
+
+
+    Advertisement
+
+
+    Installation view, "Painted: Our Bodies, Hearts, and Village," Colby College Museum
+    of Art. Works shown, left to right: Ernest Blumenschein, "Untitled (Mountain Wood
+    Gatherers)," c. 1926; Virgil Ortiz, "Omtua," 2023; Tony Abeyta, "Citadel," 2021.
+    Stephen Davis Phillips
+
 
+    PAINTED: OUR BODIES, HEARTS, AND VILLAGE, Colby College Museum of Art
 
-    BET ANYTHING GET $250 BONUS ESPN BET CLAIM OFFER MASS 21+ and present in MA, NJ,
-    PA, VA, MD, WV, TN, LA, KS, KY, CO, AZ, IL, IA, IN, OH, MI. Gambling problem?
-    Call 1-800-Gambler.
 
+    I remain awestruck by this exhibition, not only for the specific conversations
+    it provokes, but for the museum’s willingness to interrogate itself, and to find
+    its own answers lacking. In a field where “landmark” gets tossed around too easily,
+    this is the real deal. Colby had for years in its vaults a collection of paintings
+    by Taos Society of Artists, a group of white painters from the urban east who,
+    in the early part of the 20th century, relocated to New Mexico to cash in on the
+    growing fad for western Native American images. Their pictures were accomplished,
+    but tilt towards uncomfortable clichés of Indigenous people as a primitive, dying
+    race. The past century has affirmed the opposite: Pueblo and Diné communities
+    in the region have both preserved their artistic traditions and produced increasingly
+    vital contemporary art. Artists like Virgil Ortiz and Michael Namingha are among
+    many here to confront the mythmaking of white artists, a century ago, and speak
+    for themselves. Colby could have left the TSA paintings gathering dust in storage.
+    It did the opposite, and invited Indigenous curators to help it reconfigure a
+    clear-eyed re-telling of its own history in the context of the future the museum
+    intends to build. Note: The show continues until July 28.
 
-    Up to that point, Tatum had put up four points, two rebounds and one assist on
-    2-for-3 shooting in four minutes.
 
+    THE EMBRACE, Hank Willis Thomas
 
-    The injury didn’t appear serious initially, and that was indeed the case. Tatum
-    returned to the Celtics bench with 2:19 left in the first quarter, walking under
-    his own power and without a limp. Tatum made his return to the game to start the
-    second quarter.
 
+    Advertisement
 
-    This story will be updated.'
-- text: 'A new episode of “Love After Lockup” will air on Friday, Jan. 12 on WE Tv
-    at 9 p.m. ET.
 
+    I walked alongside “The Embrace,” by now the city’s most prominent public work
+    of art, from its beginnings; the day it was chosen from a field of five to memorialize
+    Coretta Scott King and Martin Luther King Jr. in 2019, I wrote that it was jarring,
+    in the best possible way. We’re used to memorials that ache with overwrought sincerity
+    — figures with hands to hearts, stoic gazes fixed on a faraway horizon. The Embrace’s
+    confounding tangle of arms and hands – an extraction of a moment between the couple
+    when Martin was awarded the Nobel Peace Prize in 1964— rejects all convention.
+    Instead, it emanates the complexity of mystery and, yes, confrontation. It invites
+    viewers into their own contemplation, rather than spoon-feeding them what to think
+    and feel. Looking back to when it arrived on Boston Common in January, you could
+    have guessed some reactions would shade towards ridicule (a bit by Leslie Jones
+    on The Daily Show, suggesting an intimate act, might have been the apex). And
+    social media, which by its nature divorces an object from its scale, material,
+    and context, reduces real experience to a snippet-sized meme. But for those of
+    us who have been there – who have walked into those arms, who have navigated that
+    knot of emotion, a relic of a tragic, complex time – know the experience itself
+    is irreducible. Being with it, literally, is the only way to understand it, which
+    to me makes all the sense in the world. “The Embrace,” in all its glory, is only
+    and forever for Boston, as it should be.
 
-    The new episode can also be streamed live on Philo, DirecTV Stream and fuboTV.
-    All platforms offer a free trial for those interested in signing up for an account.
 
-
-    “Love After Lockup” is said to be a spin off from WE Tv’s “Love During Lockup”
-    as couples navigate their love lives through prison. The show will show inmates
-    struggle to keep their love through video dates, letters and phone calls. But
-    there’s no telling who can and can’t handle the cell wall that separates the couples.
-
-
-    In the new episode, “Tayler confronts Chance; Melissa reveals secret surgery plans.
-    Tensions flare as Kerok seeks Bri’s family’s acceptance. Shavel’s shower explodes
-    as the mothers-in-law face off again. Mike comes clean; Blaine’s confession sends
-    Lindsay spiraling.”
-
-
-    How can I watch if I don’t have cable?
-
-
-    If you don’t have access to cable television, you can stream “Love After Lockup”
-    on streaming platforms Philo, DirecTV Stream and fuboTV.
-
-
-    What is Philo?
-
-
-    Philo is an over-the-top internet live TV streaming service that offers 60+ entertainment
-    and lifestyle channels for the budget-friendly price of $25/month.
-
-
-    If you purchase a product or register for an account through one of the links
-    on our site, we may receive compensation.
-
-
-    What is FuboTV?
-
-
-    FuboTV is an over-the-top internet live TV streaming service that offers more
-    than 100 channels, such as sports, news, entertainment and local channels.
-
-
-    What is DirecTV Stream?
-
-
-    The streaming platform offers a plethora of content including streaming the best
-    of live and On Demand, starting with more than 75 live TV channels.'
+    Murray Whyte can be reached at murray.whyte@globe.com. Follow him @TheMurrayWhyte.'
 pipeline_tag: text-classification
 inference: false
 base_model: sentence-transformers/paraphrase-mpnet-base-v2
@@ -183,7 +352,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.5086206896551724
+      value: 0.6273946360153256
       name: Accuracy
 ---
 
@@ -219,7 +388,7 @@ The model has been trained using an efficient few-shot learning technique that i
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.5086   |
+| **all** | 0.6274   |
 
 ## Uses
 
@@ -239,15 +408,9 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("Kevinger/setfit-hub-multilabel-example")
 # Run inference
-preds = model("My mom loved Christmas so much, she would sometimes leave the tree up until April.
-
-She dyed a sheet blue for the sky behind the crèche and made a star of tin foil. The cradle would stay empty until Christmas morning; when we tumbled downstairs, the baby would be in his place, and the house would smell of roasting turkey.
-
-Mom always took it personally if you didn’t wear red or green on Christmas, and she signed all the presents “Love, Baby Jesus,” “Love, Virgin Mary” or “Love, St. Joseph.”
-
-(My brother Kevin was always upset that Joseph got short shrift, disappearing from the Bible; why wasn’t he around to boast about Jesus turning water into wine?)
+preds = model("WESTFIELD - The St. Mary’s High School boys basketball team may have just found their secret weapon or at least one of them.
 
-We went to midnight Mass back then, and it was magical, despite some boys wearing Washington Redskins bathrobes as they carried presents down the aisle for Baby Jesus.")
+St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers to help the Saints stop a two-game slide and turn back Pioneer Valley Christian Academy, 55-32, Wednesday night at Westfield Intermediate School.")
 ```
 
 <!--
@@ -279,14 +442,14 @@ We went to midnight Mass back then, and it was magical, despite some boys wearin
 ### Training Set Metrics
 | Training set | Min | Median   | Max  |
 |:-------------|:----|:---------|:-----|
-| Word count   | 12  | 526.0625 | 6633 |
+| Word count   | 53  | 387.1406 | 1237 |
 
 ### Training Hyperparameters
 - batch_size: (8, 8)
 - num_epochs: (1, 1)
 - max_steps: -1
 - sampling_strategy: oversampling
-- num_iterations: 20
+- num_iterations: 50
 - body_learning_rate: (2e-05, 2e-05)
 - head_learning_rate: 2e-05
 - loss: CosineSimilarityLoss
@@ -302,13 +465,23 @@ We went to midnight Mass back then, and it was magical, despite some boys wearin
 ### Training Results
 | Epoch  | Step | Training Loss | Validation Loss |
 |:------:|:----:|:-------------:|:---------------:|
-| 0.0031 | 1    | 0.1691        | -               |
-| 0.1562 | 50   | 0.0678        | -               |
-| 0.3125 | 100  | 0.0949        | -               |
-| 0.4688 | 150  | 0.0083        | -               |
-| 0.625  | 200  | 0.0048        | -               |
-| 0.7812 | 250  | 0.0011        | -               |
-| 0.9375 | 300  | 0.0005        | -               |
+| 0.0013 | 1    | 0.1576        | -               |
+| 0.0625 | 50   | 0.1332        | -               |
+| 0.125  | 100  | 0.0118        | -               |
+| 0.1875 | 150  | 0.0009        | -               |
+| 0.25   | 200  | 0.0008        | -               |
+| 0.3125 | 250  | 0.0002        | -               |
+| 0.375  | 300  | 0.0003        | -               |
+| 0.4375 | 350  | 0.0002        | -               |
+| 0.5    | 400  | 0.0005        | -               |
+| 0.5625 | 450  | 0.0001        | -               |
+| 0.625  | 500  | 0.0001        | -               |
+| 0.6875 | 550  | 0.0001        | -               |
+| 0.75   | 600  | 0.0002        | -               |
+| 0.8125 | 650  | 0.0004        | -               |
+| 0.875  | 700  | 0.0002        | -               |
+| 0.9375 | 750  | 0.0001        | -               |
+| 1.0    | 800  | 0.0001        | -               |
 
 ### Framework Versions
 - Python: 3.10.12

config_setfit.json

@@ -1,4 +1,4 @@
 {
-  "labels": null,
-  "normalize_embeddings": false
+  "normalize_embeddings": false,
+  "labels": null
 }

model.safetensors

@@ -1,3 +1,3 @@
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-oid sha256:506930c7af77a3464e5f47bd23f95df0b610bde65d593ed0953368f2837d4278
+oid sha256:bebf33a197342311c513a5dce18bc990b8b495c6e04443e5f45a08ce9d2538e0
 size 437967672

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:297f577f81bba95cf72a9ffeae29e359d5eb8845da243d3db0be90984475e453
+oid sha256:adc2de2430b2541e73cb34a968fed513fa53188c9a1a673ea3fefe4dd3c0eb57
 size 52836