setfit-bert-uncased-fibe

pilotj/setfit-bert-uncased-fibe

setfit-bert-uncased-fibe is a text classification model from pilotj. Use it when you need a label for a piece of text. It is set up for setfit.

This is a SetFit model that can be used for Text Classification. This SetFit model uses biggy-smiley/bert-base-uncased-fibe-ST as the Sentence Transformer embedding model. A LogisticRegression instance is used for cla…

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At a glance

Task: Text Classification
Library: setfit
Model type: bert
Access: Public
Created: Sep 29, 2024
Updated: Sep 29, 2024
SHA: b3553da9

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Base models

biggy-smiley/bert-base-uncased-fibe-ST

Model card

From the Hugging Face model README

SetFit with biggy-smiley/bert-base-uncased-fibe-ST

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: biggy-smiley/bert-base-uncased-fibe-ST
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 26 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
news and politics	<ul><li>'puducherry the union territory of puducherry spread in four different geographical locations has reported its first coronavirus case on tuesday a 68yearold woman from mahe puducherrys enclave in kerala who recently visited gulf countries has tested positive for covid19 director of health and family welfare services s mohankumar said the woman had returned to mahe a week ago after visiting gulf countries she complained of fever and breathlessness she was admitted to an isolation ward in mahe government general hospital her swab samples were collected sent for medical tests to kozhikode government general hospital she tested positive on tuesday we quarantined her in the mahe government general hospital and kept her under observation for the past one week the test results were out today tuesday she tested positive she is stable and responding well to the treatment said mohankumar health directorate officials have started preparing the list of people who have come in contact with her meanwhile chief minister v narayanasam who reviewed the preparedness of the government machinery to prevent the incidence and spread of coronavirus in the union territory told reporters that the government has declared a holiday for schools and colleges in the union territory from wednesday until march 31 to prevent an outbreak of the virus however public examinations for classes 10 11 and 12 will be conducted as per the schedule of the directorate of government examinations chennai or as per the schedule of the other boards the government has directed the educational institutions not to hold any sports meets or other events inviting large gatherings he said all the cinema theatres malls and gyms will remain closed from wednesday to march 31 the sunday market will not function until further orders he said the government will take a call on closing bars and restaurants in the next two days public meetings and processions by the political parties and nonpolitical outfits have been banned he said the government has earmarked rs 11 crore for the department of revenue and disaster management and rs 75 crore for the directorate of health and family welfare services to procure an adequate stock of lifesaving drugs masks and ensure availability of necessary equipment including ventilators at the hospitals the government has made arrangements to screen the tourists and indians from france reaching puducherry from dubai abu dhabi singapore and malaysia reaching karaikal from dubai reaching mahe and from saudi arabia reaching yanam for any infections'</li><li>'general secretary dr manmohan vaidya is likely to issue a video statement on thursday on the plan of action during the pandemic he saidbjp on the other hand has planned to hit farmlands across the state from 8am11am against state government for pending payments to farmers in lieu of paddy procurement farm loans among others party president deepak prakash said maintaining social distancing bjp workers will hit to farmlands across the state to fight for them against this antifarmers antipoor government services such as immunisation for example in urban slums something as simple as providing immunisation services late in the evening when mothers are back from work has proven to be very effective in improving vaccination rates in other countries'</li><li>'new delhi chief minister arvind kejriwal alleged on tuesday that bjp was trying to take control of delhi through an unconstitutional and undemocratic ordinance and he would challenge it in the supreme courtaddressing a press conference after the first meeting of the national capital civil service authority nccsa the cm claimed that after suffering defeats in four elections bjp wanted to run the delhi government through deceithe alleged that the ordinance which overturned the supreme courts may 11 decision giving the elected dispensation control over services matters had placed power in the hands of the bureaucrats and the final decision on every issue now rested with the department secretary and not the ministerterming it a melodrama to project himself as a political victim delhi bjp spokesperson praveen shankar kapoor however said the nccsa was now a permanent part of the citys administrative system and kejriwal should use its meetings to develop working relations with the bureaucrats before calling the meeting the chief minister knew he was to chair the meeting where the other two members were the bureaucrats he called the meeting just to play the victim card and show that the officials were not listening to him kapoor saidkejriwal however claimed the ordinance had placed an excessive amount of power in the hands of bureaucrats over and above the chief minister and the ministersfor the first time ever in the history of the country bureaucrats will now be above the ministers this is just because bjp has not been able to win elections and now wants to gain control over delhi through officers kejriwal said the chief minister claimed that the ordinance had given the final decisionmaking power to department secretaries he said a secretary could now dismiss a ministers decision and the chief secretary had been granted the authority to determine which decision made by the cabinet was correct the central government has added several such provisions in this ordinance through which a bureaucrat can review every decision that is taken by the elected government and can even vet the decisions of the cabinet kejriwal said now in each department of the state government the minister is not the highest authority but a centreappointed officer is he addedkejriwal said since the centre had complete control over services and vigilance departments it would eventually have complete control over whatever was happening in the city he feared that the bureaucrats would now reject the elected governments smallest welfare decisions such as construction of schools mohalla clinics and improving the quality of waterhe further alleged that the ordinance provided the lg secretariat with arbitrary powers to overturn the decisions of the elected government that even the constitution did not grant it referring to the nccsa a threemember body created under the chairmanship of the chief minister to decide transfers and postings and disciplinary actions against the officers kejriwal said it was a farce he said he had received a file 15 days ago recommending the suspension of a government officer i'</li></ul>
healthy living	<ul><li>'children compared with 14 of men during the pandemic some economic experts refer to this phenomenon as a shecession i know what they like for breakfast prosecuted are the lead generators and they dont have any money saunders said i am reaching out to my senator schatz said his mother wrote people who overdose in recent years both the food and drug administration and drug enforcement administration dea have issued warnings about kratom use map he added that on friday devos directed federal lenders to allow borrowers to suspend their student loans and loan payments without penalty for at least the next 60 days theyve been through a lot'</li><li>'researchers found specifically that eating about a cup a day of legumes 190 grams which include beans peas and lentils beans could help control blood pressure reduce heart risks for diabetes patients study although i grew up as a city girl a memorable period of my childhood was spent in the english countryside of those days i recall most fondly the harvest season remembering harvest season the conversation i would like to have about obesity is about acceptance and being kind to each other by all means make a commitment to better health by attaining your ideal weight if you can but leave the self and otherloathing at the refrigerator door weightism the real reason we are failing at weight loss'</li><li>'our bodies arent the only things that tire out as the day wears on our moral compasses may take a hit too people are people are more honest in the morning study suggests if you deny or externalize envy youre actually losing out envy is in fact one of those fiery hot emotions that with a little work you can use why envy is not your enemy and how to use it stay open it can be hard because were accustomed to being closed thats what assumptions do but life will open up along with you as you more consciously choose thoughts ideas and actions that affirm life the no 1 thing youre doing every day thats ruining your life'</li></ul>
music and audio	<ul><li>'many believe that music lifts our spirits when things around us are not so good looks like dhruv vikram too believes in it the young kollywood actor has put out a video of him singing siru siru uravugal from the film unnale unnale as he spends time at home during the lockdown in the video hes seen singing the song from the 2007 romantic film as he plays an acoustic guitar it looks like the youngster has managed to quickly impress his fans and wellwishers with his musical skills as many appreciative comments keep coming in for the video which he shared on his instagram page several celebs have been sharing their music videos on their social media pages as they spend time at home during the nationwide lockdown meanwhile a few days ago dhruv posted a special video on the 54th birthday of his dad actor vikram the video has clippings from several films of the veteran actor dhruv posted the video with the caption happy birthday chiyaan heres a video from your biggest fan sic dhruv made his acting debut with adithya varma the film has banita sandhu playing the female lead and priya anand in an important role'</li><li>'bhubaneswar to improve the investigation skills of police personnel the odisha crime branch has hired some retired cbi officers to guide investigators in probing heinous offences the crime branch has engaged a few retired forensic and legal experts to add teeth to the investigation wing of the state police we have started the process of strengthening the crime branch which is the nodal agency in odisha police to monitor investigations of major crimes across districts retired officers from different domains are being engaged as consultants to enhance the investigation skills of our officers dgp sunil kumar bansal saidcrime branch sources said three retired cbi officers two former forensic officers one retired chartered accountant and two retired legal officers joined the crime branch on a contractual basis a few days ago some more retired experts are set to join soon the sources said one of the scientific officers is a former director of the central forensic science laboratory new delhi the team of experts who are part of the crime branchs investigation support unit isu already got into action by holding regular interactions with investigating officers of different police stations via audiovisual mode a large video wall has been set up at the crime branch office in cuttack to enable the experts to connect with investigators in faroff districts and help them in the investigation of crimes additional dgp crime branch arun bothra has been monitoring the activities of isu sources said the isu has been asked to select at least five heinous offences in the state every day and steer the investigating officers ios concerned to proceed in their investigation as per a proper plan of action the orissa high court has often pulled up the state police for shoddy investigation in several cases in the recent past according to the crime branch an indepth investigation backed by scientific evidence and legal opinions can help in the trial and ensure conviction low conviction rate has been a cause for concern for the police for a long time the overall conviction rate of all criminal cases in the state hit a new low in 2020 according to the national crime records bureau ncrb statistics the conviction rate stood at 112 the second lowest after assam whose conviction rate was 54'</li><li>'new delhi no weightage will be given to board exam performances in undergraduate admissions in all central universities and their affiliated colleges in the 202223 academic session the university grants commission on monday announced that the common university entrance test cuet score will be the basis for admission this year however the universities will be allowed to set a minimum eligibility on board exams marksfor admissions to programmes on audiovisual or performing arts or for those under extracurricular and sports category universities or colleges can conduct and give weightage to practical or trials read alsohow bachelors degrees are set to undergo a massive changenew norms extend undergraduate courses by a year and completely overhaul how and what students learn it also makes it easier for them to pursue higher educationugc has also made the test broadbased by doing away with central university from the nomenclature so that state deemed and private universities too can join the computerbased test will be conducted in the first week of july and will be based on ncerts syllabus for class xiion not granting any weightage to class xii marks m jagadesh kumar chairperson ugc said it is not a new thing for example all iit admissions use jee scores primarily because of the diversity of the boards and the different kinds of evaluation systems the same is true with the university admissions which is why we are giving one standard ncert syllabus so everybody can prepare and have a common reference groundkumar said the cuet will provide equal opportunities to candidates across the country from different educational boards and especially those from the northeast and rural and remote areas it is also expected to reduce the financial burden on parents as students do not have to write multiple tests for admissions for the academic session 202223 all higher educational institutions irrespective of whether they are state universities private universities or deemed to be universities can use the cuet score for admissions in ug and pg programmes however admissions in the ug programmes in all central universities will be based solely on cuet scores said kumaraccording to kumar the exam is to be scheduled in two shifts shift one will have the compulsory language test two domain subjects and the general test shift two will have four domain subjects and the one language of 19 choices givenhe said the new entrance test will not affect existing reservation policies during admissions you just need to use cuet scores for your admissions lets say a certain university reserves a certain percentage of the seats for local students that wont be affected the only difference is that the local students or the reserved category like all other students will also come through the common entrance test'</li></ul>
business and finance	<ul><li>'146yearold brand more so with the 103 billion group generating 70 of its revenue from countries outside india this move is part of mistrys plan to make the salttosoftware conglomerate one of the top 25 mostadmired corporate brands globally how i can fit into any role that im asked to take up in a team game that is something ive always strived to achieve this is another challenge im looking forward to he stresses menswear retailer indian terrain which wasnt very aggressive on advertising plans to advertise on tv and increase its ad spends from 8 to 10 this year while panasonic is increasing its ad spends from rs 75 crore last year to rs 85 crore this year to tap the market'</li><li>'who are shocked at this decision moumita banerjee was also shocked an lpg cylinder costs rs 405 in the city if this is the subsidised price what is the market price moumita said the empowered group of ministers in a meeting in september 2011 proposed to restrict the subsidy to six 142kg bottle of lpg on grounds that each such cylinder usually lasts a household 4560 days it was proposed that a family requiring more than the quota has to pay lpg prices at market rates that would be around rs 770 a cylinder however the meeting had to be put off because of opposition from upa allies namely the trinamool congress and the dmk commuters fear the twopronged hike would pinch their pockets dear we do not have to go for a strike buses will simply go off the roads the business is no more viable because the expenditure after the five rupees hike will far exceed the income we cant run the service for even half a day if the state government doesnt allow a hike in bus fares the government cant blame the operators if the public transport collapses said tapan banerjee of joint concil of bus syndicates a parent body of private operators of passenger stage carriage banerjee cited that this was the ninth diesel price hike and during this time bus operators have not been allowed an increase in fares the diesel price has risen by rs 19 by this period yet the government remained adamant on nonrevision of fare said bengal taxi association general sectretary bimal guha from friday itself the impact would be felt warned transport operators the impact would be telling from saturday when the petrol tanks would completely go dry the government run buses alone cannot fulfil the vacuum significantly state buses the entire fleet of five transport psus only carry 1390 lakh while the privare run buses carry 408 lakh passenger on an average day all the privatre operators of both buses and taxis are meeting on friday to take the final decision be assured it would not be a long meeting the outcome will be quite an extreme one keeping in mind the current situation said joint council of bus syndicate secretary sadhan das the other sector which would also get badly affected is goods transport sector the goods transportation cost would have an upward revision the brunt will have to be borne by common people the price of commodies have skyrocketed the diesel price would only add fuel to the fire said satyajit banerjee of goods vehicles operators association what the union finance minister didnt say is that the empowered group of ministers in a meeting in september 2011 proposed to restrict the subsidy to six 142kg bottle of lpg on grounds that each such cylinder usually lasts a household 4560 days it was proposed that a family requiring more than the quota has to pay lpg prices at market rates that would be around rs 700 a'</li><li>'thane the vartak nagar police have registered an fir against the managing director of the maharashtra state electricity distribution co ltd ajoy mehta and seven other msedcl officials over allegations of a thane hospital illegally extending its power connection to a hotel a case of cheating and criminal breach of trust has been registered against the ias officer and the others on the orders of a magistrates court after hearing out a complaint filed by a thane activist vinayak more the principal charge against the msedcl officials is their alleged connivance with the proprietor of jupiter hospital which is accused of illegally extending its electricity connection to fortune park lakecity hotel without authorization or installation of new meters by the power company cops said the fir also includes the owner of the hospital and the manager of the hotel explaining the case more said the hotel did not have a separate electricity connection and would draw power from the hospital which is located in the same compound though both are purely commercial enterprises the nature of business is different the hotel was using power provided to the hospital and a payment of over rs 89 lakh was to be recovered by the msedcl for the same said more the activist claimed that he brought the issue to the notice of the local msedcl officials but they did not take any action its a clear case of misusing a public utility despite several reminders to initiate action against the hospital and stop power supply to the hotel the local officials failed to act this compelled me to take up the matter with their md ajoy mehta on august 2 2010 more said a bill of rs 894 lakh was then generated said more the dues were however never cleared as the recovery committee of the power agency ruled in favour of the hospital an msedcl spokesperson said the company did not incur any loss as claimed by the complainant members of our top committee had quashed the bill raised by our local authorities after a scrutiny of the hospital records at the time of granting power connection to the hospital the management had informed that their second building would also be a commercial venture we raised the bill in keeping their consumption on the then prevailing tariff and there is no loss of revenue for us he added officials at the hospital declined to comment saying they have not received any intimation from the police or the court in the case we will issue a statement only after verifying the complaint a spokesperson told toi it was a serious offence the msedcl was at fault as it did not register any case against the hospital for the illegal powersharing pact with the hotel also on receiving my complaint and verification of facts the power connection to the hotel should have been stopped but this too was not done so it amounted to criminal breach of trust and cheating by public servants'</li></ul>
pets	<ul><li>'chennai vandalur zoo in chennai conducted a twoday workshop on wildlife photography for adults on saturday and sunday as part of the zoo school programmedeputy director sudha ramen said the zoo regularly conducted camps for children a lot of adults wanted a similar programme for them so we conducted one for them she saidrenowned wildlife photographer rathika ramasamy conducted the classes basics of photography art of composition basics of wildlife photography and ethics of wildlife photography were some of the main topics that were covered on the first day of the programme the ethics of wildlife photography was the main topic as one has to follow certain rules while taking a picture or making a film on wildlife the second day was dedicated to field visit the otteri lake butterfly house walk through aviary and a few enclosures of animals were used for the field visitthe zoo charged rs 3000 from those who attended the workshop on both days for first day the fee was rs 1750 on the second day the number of participants were limited to 40 a total of 65 people participated on both the days'</li><li>'jaisalmer cow vigilantes have gone berserk in the state again this time in barmer and on the receiving end were officials from the animal husbandry department of tamil naduon sunday night some 200 gau rakshaks attacked and pelted stones on officials from the southern state and other workers while they were legally transporting about 50 cows and 30 calves bought from jaisalmer in five trucks to tamil nadu the mob also tried to set fire to a truckthe attack happened in kotwali police station area of barmer city at about 1130pm following suspicions of cow smuggling police arrived at the scene and rescued six officials and 10 others including drivers and cleaners of trucks transporting the cattle a case has been registered against 50 people and eight arrests have been made so far in connection with the attack on monday action has also been ordered against seven policemen including a police inspector of sadar police station for allegedly failing to take the matter seriously police said the officials of the animal husbandry department had received noobjection certificates nocs from officials including the jaisalmer district collector sdm and deputy director animal husbandry the cows were being taken for the breed improvement programme in tamil naduthe police station was almost 300 metres away from the spot a team led by senior police officers rushed to the area and rescued the officials and drivers one person has sustained grave injuries while the others have minor ones said barmer sp gagandeep singla to toi on monday the incident occurred two months after vigilantes beat to death pehlu khan a cattle trader in behror in alwar district over suspicions of transporting cows for slaughterwe have registered a case against 15 identified people and 3540 unidentified suspects under appropriate sections of the ipc and the national highways act so far we have arrested seven persons in this connection said singlaseven policemen of the nearby sadar police station in barmer who responded late to the incident including incharge jai ram chaudhary have been sent to the lines they were not present at the police station but teams from the other police station and night patrol intervened in time and rescued officials and dispersed the mob all the cows and calves are safe at a nearby gaushala a senior officer added according to officials chenninath deputy director animal husbandry livestock sivanganga district tamil nadu came to jaisalmer and purchased the tharparkar breed of cows from lathi dholia and chandhan areas for the national gokul mission 201617 under the national programme for bovine breedingit has been confirmed that they had proper papers and permission to transport these cows the trucks also had on government duty boards the officer said'</li><li>'if you have pets at your home you must be aware that taking care of pets is beyond just food and bedding there are many accessories available for pets that you must have at home to keep your pet happy and make your life easier amazon great republic day sale is live offering up to 60 discount on some of the best pet products available onlinethere are exciting offers on pet carriers dog food leashes cat food aquarium plants fish food bird food bird feeders and more so you can save big while shopping for all pet essentials online have a look at the top amazon offers hereget up to 40 off on winter essential for your petscrafted from ultrasoft touch fabric this velvet bed for cats and dogs is an essential for the winter season the bed is available in multiple sizes ranging from small to xxl and is highly durable easy to wash in washing machines the bed also has a waterresistant antiskid baseexplore all offers hereup to 40 off on dog supplies38 off on pedigree dentastix large breedwant to buy dental sticks for your pet dog to maintain the right oral hygiene this great deal during amazon sale is perfect for you these sticks are made from cereals meat meat byproducts minerals and more to ensure nutrition and oral hygiene simultaneously for your pet the pack is sufficient for almost a month and these sticks can reduce tartar buildup considerablyhave a look at other exciting discount offers on dog supplies56 off on dr venture pf1265 antidandruff conditioning dog cat shampoo44 off on foodie puppies wet pet wipes for dogs15 off on drools chicken and egg adult dog food 3 kg with free 12 kgfoodie puppies durable dog chew rope toy at a discount of 46meat up munchy sticks chicken flavour dog treats buy 1 get 1 free at 10 offexplore more offers hereup to 40 off on cat suppliesfoodie puppies pet pooper scooper at 56 discountthis pet poop scooper by foodie puppies is suitable for both dog and cat parents who do not want to make their hands dirty or use gloves every day this scooper is affordable easy to use and can easily be cleaned since it is a lightweight accessory you can even carry it with you when you are out with your petlook at other cat supplies on discount53 off on amazon brand solimo cat litterpurepet adult1 year dry cat food at a discount of 1552 off on foodie puppies pet shampoo brush35 discount on amazonbasics two door top load pet kennelhave a look at other cat supplies on discount herepet products by amazonbasics on discountamazonbasics foldable metal pet dog exercise fence at 48 discountwhether you have a small dog at your home or any other animal it is never a bad idea to buy a fence to restrict the movement of your pet for a while this fence is durable and can even be used for exercise or training purposes'</li></ul>
shopping	<ul><li>'instance stocks 8gb and 16gb memory vaults unlike the standard pen drives where the quality of data deteriorates loss of resolution yellowing of images in about 10 years memory vaults maintain quality for 100 years a store will keep only fastmoving pen drives on its shelves while we stock everything says chopra we are like tailors online since buyers buy readymade products tailoring has gone out of fashion yet tailors exist for that odd customer or a unique fit such a mindset ably backed by a sales platform is empowering the likes of aavriti r jain and siddharth daspan to launch businesses after finishing their postgraduation in fashion in 2012 from the institute of marangoni milan they started making handcrafted jewellery under the brand dhora they had been selling via concept stores like the second floor studio cottons and twist in delhi and jaipur a fortnight ago they took dhora to amazon it meant taking our oneyearold startup national says 23yearold jain who designs silver and costume jewellery and has a team of 10 based in jaipur business issues amazon and flipkart are new marketplaces more discerning in their choice of sellers they have about 500 apiece by comparison ebay which has been around in india for 11 years now has 45000 sellers of which 15000 have sold goods outside india although the size of marketplaces is increasing and the pool of players is enlarging both at a brisk place regulation is a bottleneck at the heart of online marketplaces is free movement of goods across state borders think chopra sitting in nehru place in delhi shipping a pen drive to hyderabad but different states have different taxes tax rates documentation and requirements i need to have a warehouse in up and west bengal to ship products that cost more than rs 5000 to buyers there says bathija of mx information if shipped from outside a buyer has to procure a road permit from the local sales tax office to receive a product discouraging purchases elsewhere rajasthan levies an entry tax of 3 per cent shipments to andhra pradesh require one form and those to assam another along with signature of shipper and dealer and attested by the sales tax department such complicated regulation hampers sales we expect things to smooth out once gst goods and service tax or a single uniform tax is in place says a marketplace operator not wanting to be named some sellers are also struggling to find their comfort level with marketplaces one of them is noidabased pooja kapila who worked in fabindia for nine years before starting erato a womens wear brand i find both ebay and amazon too complicated with lot of paperwork and conditions says the 36yearold i find snapdeal easier to do business on chopra of softek says some marketplaces take 45 days to release payments that doesnt suit small retailers who have to manage cash flows on a daily basis he says for bathija the fear is competing with'</li><li>'rajkot two people were injured and several vehicles and shops were torched following riots between two communities at kotda jadodar village in gujarats kutch district on thursday nightthe police had to resort to lathicharge to disperse the mobaccording to the police there was a marriage function in the family of complainant arvind nayani and there was a programme of dandiya of premarriage eveningfive accused have been arrested so fara heavy police force was deployed to avoid any untoward incidentaccording to the police there was a marriage function in the family of complainant arvind nayani and there was a programme of dandiya of premarriage evening the two bikers aarif kumbhar and ashraf kumbhar passed from the road with speeding bikes they did it two to three times thereafter complainant arvind and his brother bharat scolded them and asked not to pass through this road with speeding bikes as people were enjoying dandiyas the complaint alleged that after some time five people including sale kumbhar aarif kumbhar ashraf kumbhar bhaylo kumbhar and asif kumbhar rushed to the function with sharpedged weapons like sticks pipe axe and attacked both of them they allegedly smashed bharats head with an axe and arvind received injury on his hands the news of this attack spread in the village like wildfire and the mob of around 200 people from both the communities gathered and torched around six vehicles and six shops and cabins the police rushed to the spot and resorted to lathicharge and dispersed the mob b m chaudhri police inspector of nakhatrana police station said we have arrested all five accused and the situation in the village is under control we have deployed a heavy police force in the village to avoid any untoward incident the accused are booked under ipc sections 143 unlawful assembly 147 rioting 148 armed with deadly weapons 324 voluntarily causing hurt by dangerous weapons and 307 attempt to murder'</li><li>'bengaluru most men hesitate to enter a lingerie store but online men are emerging as significant buyers of womens undergarments thanks to the anonymity it provides and the number of male buyers rise sharply during occasions like valentines day online lingerie firm clovia said around 25 of its buyers on average are men the figure touches almost 40 during the november to february period the wedding season in many parts of the country and hence also the wedding anniversary season many of these orders ask for gift wrapping founder neha kant said she said her customer care centre gets lots of calls from men enquiring about the kind of products they could buy for their wives or girlfriends she also said that clovias advertising previously used to target only women but now they are more gender neutral karan behal founder of online lingerie brand prettysecrets said men account for 15 to 20 of the net sales richa kar founder of online lingerie venture zivame said the base of men buyers was growing quickly it picks up during valentines day anniversaries and birthdays are other occasions when men pick up lingerie she said adding that the countrys top 10 cities are driving most of these sales kar believes that zivames rapid growth revenue has grown three times over the past one year is partly on account of the opportunity for discreet shopping and the packaging that the online platform provides its quite a contrast in physical stores la senza a lingerie store in bengaluru said about the only men who come into their stores are those who accompany their wives or other women friends the offline lingerie market is estimated to be about 2 billion the online one is a fraction of that but is growing rapidly thats the reason why big investors today are backing some of them zivame has raised 49 million so far 40 million rs 250 crore of that coming in september from investors including khazanah nasional berhad the investment holding arm of the malaysian government zodius technology fund unilazer idg ventures and kalaari capital by digbijay mishra anand j tnn published on nov 21 2015 at 0913 am ist telegram facebook copy link be the first one to comment comment now comments comment now read comment 1 all comments post post find this comment offensive choose your reason below and click on the submit button this will alert our moderators to take actions reasons for reporting foul language defamatory inciting hatred against a certain community out of context spam others report join the community of 2m industry professionals subscribe to our newsletter to get latest insights analysis download etretail app get realtime updates save your favourite articles scan to download app lingerie men sales consumer insights zivame la senza pretty secrets clovia valentines day buyers homenewsmen are big buyers of lingerie online'</li></ul>
personal finance	<ul><li>'new delhi fitch on tuesday affirmed indias sovereign rating at bbb with a stable outlook on robust growth and resilient external finances but said weak public finances remain a challengeindias rating has been unchanged at bbb which is the lowest investment grade since august 2006fitch ratings has affirmed indias longterm foreigncurrency issuer default rating idr at bbb with a stable outlook it said in a statement adding strong growth potential is a key supporting factor for the sovereign ratingit forecasts india to be one of the fastestgrowing sovereigns globally clocking 6 per cent growth in the current fiscal april 2023march 2024 supported by resilient investment prospectsthe agency estimates growth in the 202223 fiscal at 7 per cent and 67 per cent in 202425indias rating reflects strengths from a robust growth outlook compared with peers and resilient external finances which have supported india in navigating the large external shocks over the past yearthese are offset by indias weak public finances illustrated by high deficits and debt relative to peers as well as lagging structural indicators including world bank governance indicators and gdp per capita fitch saidall the three global rating agency fitch sp and moodys have the lowest investment grade rating on india with a stable outlook the ratings are looked at by investors as a barometer of a countrys credit worthiness and impacts borrowing coston the domestic equity market front benchmark indices extended their winning run on tuesday morning the 30share bse sensex climbed 22654 points to 6199079 in early trade the nse nifty advanced 6890 points to 1833330fitch said india will face headwinds from elevated inflation high interest rates and subdued global demand along with fading pandemicinduced pentup demandfitch said growth prospects have brightened as the private sector appears poised for stronger investment growth following the improvement of corporate and bank balance sheets in the past few years supported by the governments infrastructure drivestill risks remain given low labour force participation rates and an uneven reform implementation recordindias large domestic market makes it an attractive destination for foreign firms however it is unclear whether india will be able to realise sufficient reforms to allow the economy to benefit substantially from opportunities offered by the deeper integration in global manufacturing supply chains including china1 corporate strategies that encourage diversification in investment destinations fitch saidit said service sector exports are likely to remain a bright spot and banks appear wellpositioned to support sustained credit growth if capitalisation is wellmanagedfitch estimates inflation to remain near the upperend of the reserve banks 2 per cent6 per cent target band averaging 58 per cent this fiscal against 67 per cent last yearit said that the fiscal consolidation path under which the centres fiscal deficit is to be brought down to 45 per cent of gdp by 202526 remains challengingthe government has demonstrated a recent commitment to meeting its budget targets however we believe it will be challenging to achieve this target which would require accelerated consolidation of 07 pp per year in'</li><li>'bengaluru office space requirements of sectors such as manufacturing logistics fmcg etc showed positive signs in 2016 and we expect this to continue in 2017 office space required by e commerce companies startups and consulting firms rose while international banks and financial institutions are under increased cost and compliance pressures and therefore expected to outsource more jobs to india said jll india the pace of growth of top technology firms was in single digits due to global uncertainty and technological disruption next year onwards some of these companies could see some implications from us president donald trumps policies but it is too early to predict accurately how these could play out unlike before indian corporates including historically lease averse companies like infosys and tcs have started showing a propensity towards leasing versus buying a panindia trend that emerged in 2016 was that a higher number of units were sold every quarter 1q163q16 than new project launches in the same period a slowing number of new launches helped reduce the inventory overhang demonetisation will result in the fourth quarter readings being drastically different from the first three quarters once they come in sales momentum is likely to pick up from 2h2017 after the dust has settled on demonetisation which has made many buyers hold on to their purchase decisions in anticipation of some easing in residential cvs said jll india according to the consultancy firm all three segments of retail apparel fb food and beverage and entertainment cinema did well in 2016 high levels of activity are expected from 2017 onwards after a prolonged slowdown from 2014 that lasted through 2016 this slowdown was the result of very few malls getting completed in these three years and also due to poorlyperforming malls shutting down the domestic consumption story was impacted by demonetisation in the last two months of 2016 it led to a 25 hit being taken by retailers especially in the tierii tieriii cities where the volume of cash transactions is higher business is expected to normalise from 2q17 unless a new policy is announced goods and services tax gst implementation if wellplanned will prove to be very beneficial to the retail sector however if gsts implementation is poor it could result in chaos and affect consumption again'</li><li>'mumbai a special bench of the incometax appellate tribunal itat new delhi on friday held that fees paid by indian broadcasting companies to foreign satellite service providers can be taxed in india the 104 levy will affect income of over 20 foreign firms which earn fees of rs 50200 crore each by providing transponder facilities to indian broadcasters the itat bench was ruling on a plea by dutch firm new satellite and thailandbased shin satellite that they should not be made to pay tax in india because the payment they received in return for transponder services cannot be construed as royalty paymentthe it department has been treating the income earned by foreign satellite companies as royalty and therefore levied tax on the receipts the department also held the view that even under the double taxation avoidance agreement dtaa the services rendered by the satellite companies to indian broadcasters are a secret process and therefore liable to be taxedthe foreign satellite companies held the view that the amount received by them from india cannot be taxed in india because they have no material or men or machinery or a combination of them in indiatherefore it cannot be construed that the particular income the fees paid by indian broadcasters has neither arisen nor accrued in india and the government has no locus standi for taxing such receiptsthe itat aligning the facts of the case in place observed that foreign satellite companies earn their income by providing transponder facilities to indian companies they operate the satellites situated at a geostationary location 36000 kms away through the transponders installed at these satellites the satellite companies do facilitate data transmission to the telecasting companies by an agreement a fee is paid to the satellite companies by the telecasting companiesthe itat held that the scope of royalty is not restricted either by the incometax act or dtaa a simple process even if it is an intellectual property falls within the ambit of royalty telecasting companies are enabled to telecast their programmes by uplinking or downlinking the dataprogrammes with the help of the transponderssince the consideration paid by telecasting companies is for the use of and the right to use the transponder facilities they can be treated as royalty fees held the itat'</li></ul>
food and drinks	<ul><li>'ahmedabad the state government had tested 630 lakh water samples between 201314 and 201718 and had found that 183 of them were not potable of the total samples 43 had excess fluoride 119 has excess nitrate and 306 had excess tds total dissolved solidsin its report for the year ending march 2018 the cag stated that 78 habitations were checked during a verification drive and 188 water samples were tested in all 54 of the samples were found unfit for drinking due to chemical contamination of the 188 samples 40 were collected from rural water supply schemes and eight were found to be contaminatedthe report stated that of the 54 unfit samples 41 had fluoride and nitrate beyond permissible limits yet the contaminated water was being used for drinking and cooking as the people in the area have no alternative sourcesthe report stated that of the 630 lakh samples tested the ones that had high levels of nitrate came from the districts of chhota udepur dahod banaskantha panchamahal and vadodara samples that had high fluoride levels came from chhota udepur dahod banaskantha and khedathe report said the laboratories were to inform the authorities including the gram panchayats concerned about the results gujarat water supply and sewerage board and wasmo water and sanitation management organisation were required to make gram panchayats aware of the health hazards of using contaminated water they were also responsible for marking unsafe sources of water'</li><li>'greater noida two bikeborne liquor smugglers who were stopped for checking allegedly dragged a policeman for several meters near rampur village in jewar on friday while the cop sustained injuries the duo managed to flee the spot leaving a liquor consignment behind police saidrajesh kumar singh dcp central noida said the accused were asked to stop at a checkpost by subinspector sonu and constable ravi after they spotted a box on the lap of the pillion rider as the bike slowed down ravi managed to get hold of the box but as the biker soon accelerated ravi was dragged on for quite a distance although the bikers escaped leaving the box behind ravi had to be rushed to a hospital because of his injuriesan fir has been lodged against the two at jewar police station under sections 273 sale of noxious food or drink 332 voluntarily causing hurt to deter public servant from his duty 353 assault or criminal force to deter public servant from discharge of his duty and 224 resistance or obstruction by a person to his lawful apprehension of the ipc'</li><li>'in the previous episode of bigg boss 11 the contestants wake up to the song bure bure from the movie bluffmaster early in the morning puneesh and bandagi talk about their relationship the contestants sit according to their teams in the shade as its a sunny day the red team talks about how puneesh and akash spoke ill of them mehjabi calls puneesh a kaala bandarshilpa carries a bucket of dirt and goes towards the blue teamread alsobigg boss 11 day 24 highlights hina khan breaks downin this episode of bigg boss 11 the luxury budget task is taking a toll on the contestants now after spending the night outside the house the contestants look tired and shakenarshi throws dirt on shilpa and shilpa throws her dirt on everyone from the blue team arshi and akash make noise to irk the other teamthe two keep talking ill of hina khan and irritate her mehjabi says she will make everyone pay for whatever they are saying right now sabyasachi loses his temper and shouts at akash for causing trouble without a reason mehjabi also shouts at akash mehjabee is angry as akash called her dark skinned and he tries to apologize to her akash keeps making noise and thinks he is right and everyone is wrong luv sends him inside the house along with shilpa shinde and eliminates them from the task after the next buzzer mehjabi and arshi go in the house and quit the task they meet aksash vikas and bndagi tell pooja that she should quit the task as they are going to send her to the jail anyway pooja tells the team that she is quitting the taskbigg boss sends pizzas and cold drinks in the house and says that who ever forfeits the task can enjoy the meal pooja quits the task and her team thinks she did it for the food but pooja goes inside the house and breaks down as she was feeling uneasy shilpa consoles her and akash gives her a cold drinkpooja says that she didnt come tho the house to be bullied she says that bigg boss requested her to come twice and hence she took up the show bigg boss says that the task in complete and the blue team has won the task akash shouts at his victory and calls everyone in for a group hug sapna tells hina that she will now be a silent killer in the game luv calls vikas a game changer as he brainwashed pooja into quitting on the other hand pooja thanks vikas for giving her correct advise arshi and puneesh suggest pooja to date akash and ask about her dating life to which pooja says that she has never had a boyfriend puneesh and bandagi decide not to vote for akash as the house captain bandagi says that they are in the bad books of the housemates because of akash akash tries to make hiten promise his vote to him but hiten'</li></ul>
technology and computing	<ul><li>"Yahoo celebrates a decade of innovation online. Founded by Stanford students David Filo and Jerry Yang, Yahoo began as a simple way to track web-based interests. What started as 'Jerry's Guide to the World Wide Web' quickly grew into one of the internet's most iconic platforms. The company adopted the name 'Yahoo' after the dictionary definition of an uncouth person, reflecting the founders' humor. Since its launch in 1994, Yahoo has undergone significant transformations, evolving from a campus project into a global tech giant. Securing early funding from Sequoia Capital, Yahoo went public in 1996 and expanded to over 7,600 employees. While facing stiff competition from Google, MSN, and AOL, Yahoo's culture of innovation remains strong. Jerry Yang, now Chief Yahoo, proudly reflects on the company’s role in shaping how consumers engage with the web. 'Through the years, we’ve aimed to build products that satisfy users’ needs, helping them explore, connect, and accomplish more in the digital world,' Yang said."</li><li>"Despite claims of improvement in government schools, a recent inspection in Ajmer revealed that technology remains underutilized. Teachers continue to prepare Class X students for board exams using outdated passbooks instead of leveraging modern teaching tools. Classwork and homework go unchecked, and absenteeism among teachers is common. An inspection team led by Zila Pramukh Vandana Nogia discovered that while the state government had provided computers to enhance learning, they were not being used. The computers, meant to help students learn technology and assist teachers in delivering interactive lessons, sat idle. The situation reflects a broader disconnect between the government's push for technological integration and the reality on the ground. The team also found issues with the midday meal program and incomplete syllabi. Vandana directed school principals to conduct extra classes and ensure that computers are put to use for both teaching and learning. This highlights the need for stricter oversight and effective implementation of technology in education."</li><li>'Mangaluru University has initiated the digitization of manual ledgers, a process aimed at converting physical records into a digital format. These ledgers contain the academic records of students who graduated during the university’s first 27 years, from its establishment in 1980. V. Ravindrachary, Registrar (Evaluation), announced that ledgers from medical, dental, engineering, and law colleges affiliated with the university are now being scanned, with images stored digitally. Mangalore University, originally part of the University of Mysore, became independent in 1980. Over the years, its affiliated colleges were gradually reassigned to specialized universities: medical and dental colleges to Rajiv Gandhi University of Health Sciences (RGUHS), engineering colleges to Visvesvaraya Technological University (VTU), and law colleges to Karnataka State Law University (KSLU). Despite this, Mangalore University retains the responsibility of digitizing records for graduates in these disciplines. The scanning of engineering student records is nearly complete, allowing for faster verification of academic marks for prospective employers and other agencies.The digitized system will streamline the verification process, enabling quick searches using keywords such as student name, course, registration number, and college name. The university has partnered with Karnataka State Electronics Development Corporation Ltd. for the digitization process, and post-2008 evaluation records are already digitized. According to Registrar (Administration) A. M. Khan, the next phase will focus on personal details of students from 1980 to 2007. These records will be shared on the National Academic Depository (NAD) platform, in collaboration with the National Securities Depository Ltd (NSDL), providing students with online access to their academic credentials.'</li></ul>
books and literature	<ul><li>'she cant break her home to be with you i recently felt like kissing my beloved on the busy sn banerjee road but couldnt my happiness lies in hers i need to protect her this feeling comes with age wont you marry again the moment she closes her eyes lifts her face and comes closer for a kiss that moment we are married jodidong hridoyong momo its not important to be mr and mrs suman its not important if she cooks for me makes my bed i can sit at her feet kiss her toes that minute we are man and wife al mahmud had written ganger dheu er moto bolo kanya kabul kabul this acceptance is marriage before i was born there was a film the blue angel where marlene dietrich sang falling in love again never wanted towhat am i to do at this age i feel no different zinia sen anirban ghosh'</li><li>'zack lightman has spent his life dreaming dreaming that the real world could be a little more like the countless sciencefiction books movies and videogames hes spent his life consuming dreaming that one day some fantastic worldaltering event will shatter the monotony of his humdrum existence and whisk him off on some grand spacefaring adventure but hey theres nothing wrong with a little escapism right after all zack tells himself he knows the difference between fantasy and reality he knows that here in the real world aimless teenage gamers with anger issues dont get chosen to save the universe and then he sees the flying saucer even stranger the alien ship hes staring at is straight out of the videogame he plays every night a hugely popular online flight simulator called armadain which gamers just happen to be protecting the earth from alien invaders no zack hasnt lost his mind as impossible as it seems what hes seeing is all too real and his skillsas well as those of millions of gamers across the worldare going to be needed to save the earth from whats about to befall it its zacks chance at last to play the hero but even through the terror and exhilaration he cant help thinking back to all those sciencefiction stories he grew up with and wondering doesnt something about this scenario seem a littlefamiliar at once gleefully embracing and brilliantly subverting sciencefiction conventions as only ernest cline could armada is a rollicking surprising thriller a classic coming of age adventure and an alien invasion tale like nothing youve ever read beforeone whose every page is infused with the popculture savvy that has helped make ready player one a phenomenon'</li><li>'nobel laureate kazuo ishiguros klara and the sun will soon be adapted into a film and the news is that filmmaker taika waititi is in talks to direct it waititi is in talks with sonys 3000 pictures however the deal isnt confirmed yet as per the hollywood reporterpublished in 2021 klara and the sun is about an artificial friend named klara who helps a sickly child as her companionread alsogabriel garca mrquezs unpublished novel to be released in 2024heres some great news for fans of gabriel garca mrquez the late columbian writers new novel will be released in 2024 roughly 10 years after his death read more details hereneil gaiman releases his first music album signs of life with fourplaybritish author neil gaiman who is best known for his novels like coraline and good omens recently released his first music album with fourplay indie band read more details about it herethe book was longlisted for thebooker prize the same yeardahvi waller has written the original draft of the upcoming films screenplayapart from directing the film buzz is that waititi and garrett basch are also in talks to share producer credits for this project meanwhile ishiguro will be the executive producer of klara and the sun film adaptation along with elizabeth gabler and aislinn dunster from 3000 picturesjapanesebritish writer kazuo ishiguro won the nobel prize in literature 2017 who in novels of great emotional force has uncovered the abyss beneath our illusory sense of connection with the world as per the nobel prize websitesome of his novels which have been adapted for screen are never let me go the remains of the day among others'</li></ul>

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Task: Text Classification
Library: setfit
Type: bert
Created: Sep 29, 2024
Updated: Sep 29, 2024