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Michaelyya
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wximpactbench-1386

id string	date string	time_period string	weather_type string	text string	infrastructural_impact int64	political_impact int64	financial_impact int64	ecological_impact int64	agricultural_impact int64	human_health_impact int64
224	19960725	modern	Deluge	B3m i im u lil r THE GAZETTE, MONTREAL, THURSDAY, JULY 25, 1996 Obscene NBA salaries should face special tax GREGORY P. KANE BALTIMORE - Last Thursday, professional basketball star Shaquille "Can't Hit a Free Throw" O'Neal signed a seven-year deal with the Los Angeles Lakers worth a total of $120 million (US). Others a...	1	1	1	0	0	0
201	19920824	modern	Nan	Career-oriented individuals, call 694-8361. A new Botanical Blend is sweeping the province by storm. I make $600 a week from my home. You can too. Ask me how. Miss Ava. EARN TO $40 HOUR No selling and earn top commissions, working full or part-time as you register businesses and homes for our no-cost rebate program. Re...	0	0	0	0	0	0
198	19920204	modern	Nan	fl9 Sundance 1059M 21 14 211 NEW HIGHS NEW LOWS Sunslate 4757 42 42 42 4 113 24 Southam moves offices CANADIAN PRESS TORONTO Southam Inc has decided to move its head office from downtown Toronto to a nearby suburb, an act that should save $1 million a year in rent and salaries, its new president said yesterday The move...	0	0	0	0	0	0
80	18870423	historical	Flood	MONTREAL SATURDAY APRIL 23 1887, GOING IN THE HER And a Flood in the Streets of Montreal, EVIDENCE, the Low Tides; Sections Under Water, ALMOST AT A STANDSTILL, Incidents In the Flooded District Relief Measures Adopted, The floods are once more upon us, The city is in a position only slightly less serious than when, a ...	1	1	1	1	0	1
86	20080424	modern	Nan	John's Cloudy 4 -3 Rio de Janeiro Sunny 26 19 Rome Cloudy 18 7 United States today Atlanta Cloudy 26 13 Sydney Showers 20 16 Boston Sunny 22 7 Tokyo Rain 20 18 Chicago Cloudy 23 15 Resorts today Dallas Cloudy 30 19 Denver Cloudy 20 2 Acapulco Sunny 35 27 Las Vegas Sunny 25 11 Barbados Cloudy 30 25 Los Angeles Cloudy 21...	0	0	0	0	0	0
197	19911112	modern	Nan	Lafontaine was quoted in La Presse yesterday as saying exaggeration of problems with police could hurt the legitimate interests of the black community and wondering whether "this does not justify certain excessive acts by the young people in this community." He said there is more emphasis in the English media on minori...	0	0	0	0	0	0
82	19980109	modern	Nan	Daughter Alexandra is a Rhodes Scholar at Oxford University in England. Although he typically has a full legal plate, Binnie has made time for gardening, skiing and sailing. He is invariably described as kind and personable, but not to be taken lightly in the courtroom. A colleague remembers a 1992 boundary dispute wit...	0	0	0	0	0	0
83	20001106	modern	Nan	His mother, whose maiden name was O'Malley, actually was adopted, Cascarino wrote in his autobiography. Ireland actually does have a regulation that allows offspring of children adopted by Irish parents to assume Irish citizenship. Claudio Lopez, the striker expensively signed by Italy's Lazio from Valencia of Spain, w...	0	0	0	0	0	0
209	18840818	historical	Thunder	"THE WEATHER, Toronto, August 18, 1 a.m. This morning, a warm high-pressure system is extending over Quebec and another in the Northwest. The pressure is slowly giving way throughout the country. Fine hot weather is general in the lake region and the St. Lawrence valley, and warm weather in the Gulf and maritime provin...	0	0	0	0	0	0
291	18901217	historical	Blizzard	LOST IN A BLIZZARD Aged Couple Edward Talmadge Cawl Charlotteown, PEI, December 16 Last Friday an elderly couple by the name of Higglint, living in the West Royalty, left their home to attend market. After transacting business in town they started for home about 5 o'clock. It had been snowing all day, and toward evenin...	0	0	0	0	0	0
194	19900812	modern	Heatwave	3d It gives one little time or consideration (5,6) 8, 17 It gives you plenty, especially if you want to get all tied up (6,4) 9 Stay about St Lawrence (6) 10 He seeks prayerful types in the east (7) 11 Problems, perhaps serious given 8,17 (7) 13 Stay firm, and don't surrender arms (5,2,4) 17 See 8 18 Down the French fo...	0	0	0	1	0	0
3	18800219	historical	Snowstorm	STORMY WEATHER Heavy gales over the United Kingdom Bourne weather on the Atlantic Disastrous loss of cattle shipments London, February 18 The weather continues very unsettled over the whole of the United Kingdom, and gales are reported at several stations The heavy gale which has raged at Penzance for the past two days...	1	0	0	0	1	0
205	19900408	modern	Tornado	In southwestern Yugoslavia, a quake damaged old buildings and shattered windows in several villages. A strong 30-second temblor rocked Nicaragua and parts of Costa Rica, but no injuries were reported. A moderate aftershock of San Diego's magnitude 5.3 earthquake which struck on July 13, 1986, was felt on April 4. Earth...	1	0	0	0	1	1
82	19980109	modern	Nan	And the similarities do not end there. Associates say Binnie possesses two of Sopinka's finest traits - the ability to distill complex arguments into simple language and a warm sense of humor. "The late John Sopinka, in the opinion of most, is irreplaceable," said Ottawa lawyer David Scott. "But Ian is certainly a wort...	0	0	0	0	0	0
29	18981128	historical	Storm	She also reported that some of the recruits on board of her were killed or injured during the storm. THE QUEEN Queen Victoria is taking keen interest just now in the progress of the scheme for connecting Cape Town with Cairo. She conversed with General Lord Kitchener on the subject during his recent visit to Her Majest...	0	0	0	0	0	1
92	20061203	modern	Nan	Rivard, the film on the life of the Montreal criminal, will be directed by Charles Biname (The Rocket) and written and produced by Fabienne Larouche and Michel Trudeau. Les Invasions barbares star Remy Girard will play the title role, and the film will be released by Alliance Atlantis Vivafilm. Other films announced on...	0	0	0	0	0	0
200	19920813	modern	Nan	But despite recent political developments, the Biharis are convinced their 22-year wait is far from over. A visit to the camp, ringed by open drains and fly-infested sewage, confirmed the deep scepticism that pervades the camps. It's all hogwash. Nothing is going to happen as far as the repatriation is concerned, said ...	0	0	0	0	0	0
262	18900718	historical	Torrential	M. Dapny will question the Government in the Chamber of Deputies tomorrow in regard to the result of the negotiations with the powers aiming to minimise the effect of the McKinley bill, whether it is possible to appeal to international law to prevent America from pronouncing condemnations and whether the common law tri...	0	0	0	0	0	0
334	18890522	historical	Thunder	THE GAZETTE MONTREAL WEDNESDAY, MAY 1850 TEACHERS' ASSOCIATION Protestant Education in the Province of Quebec SUMMER SCHOOL SCHEME Taking Definitive Shape Satisfactory Reports from the Address by Sir William Dawson When the Teachers' Association of the McGill Normal School dispersed after the last annual meeting there ...	0	0	0	0	0	0
98	19901112	modern	Rain	The bad news was that travel was disrupted and property damage may run into the millions. Fields were flooded and buildings damaged, basements swamped and highways blocked by mud and rock and, in some cases, underwater. Solicitor General Russ Fraser and Johnston toured the areas hit hardest by flooding, mainly of the F...	1	0	0	0	0	0
210	18870507	historical	Nan	On the point of material advantage, the Principal said that he could not be considered an authority and would not like to express an opinion, but it seemed manifest that such unrestricted intercourse must be of unspeakable benefit to both sides. At the close of the lecture there was an enthusiastic scene in which motio...	0	0	0	0	0	0
199	19920510	modern	Nan	Oh Quebec! And for an undemanding of one in the other you may have to (9) 8, Far from svelte (5) 14, So be it. I put some links for valuable features (9) 15, Dad's dance step (1) 16, Arun-type (9) 17, It makes for less and less (9) 18, Tells about those second tallies (X) 21, Master flower (6) 22, Controls speed steps ...	0	0	0	0	0	0
199	19920510	modern	Nan	I don't think anyone should deny Midnight in Montgomery its place at the top of the country music circuit, especially since for a long time now, there has been room for improvement in this category. The video clip to Midnight is standard Mark and a white, with misty images of town in a small western HAMMER, Good to Go ...	0	0	0	0	0	0
186	19930112	modern	Ice	On Jan. 3, 22-year-old Andrew Simon of Kanesatake died after the van he was riding in plunged through thin ice on the lake between Hudson and Oka. Three others in the van pulled themselves to safety. Kanesatake Grand Chief Jerry Peltier, who also stood on the lake during the search, said if Tewisha's death is confirmed...	0	0	0	0	0	1
34	18870329	historical	Snow	The pressure is now increasing in the Lake and St. Lawrence districts, with fair, cold weather. There is a depression setting in over the Northwest, with milder weather. St. Lawrence Northwest and west winds; fine weather; lower temperature, more especially at night. MONTREAL'S RECORD P. Sherwood, of the Dominion polic...	1	1	1	0	0	0
198	19920204	modern	Nan	25 95 71 95 17 Peitech 6000 34 36 36 3 160 160 160 10 Pesava 1500 230 230 230 58 55 58 -2 Petrrab 19500 49 45 45 -5 20 17 17 -3 Philipenf 500 27 27 27 30 30 30 Picoros 14500 35 33 33 -1 69 66 66 -3 Picdlv 5000 18 18 18 18 18 18 -1 Pnrdgcgl 100 $7 7 7 - 'i 86 78 86 7 Pinewdrs 2500 55 55 55 39 38 39 2 Ptcsvs 118450 89'i ...	0	0	0	0	0	0
290	18881219	historical	Blizzard	IUNV, Albany, NY, December 18 The storm which ended in this city today was equivalent to two feet of snow. It rained steadily yesterday and last night, and after midnight snowed for several hours. The Hudson has risen rapidly and is overflowing the piers and wharves of the city. A rise of over seven feet since last nig...	0	0	0	0	0	0
217	19980522	modern	Nan	R L, Aj jA V O N TjW A mOa" 7 O O LLiV 7 3 Aj HaJd o or" s w h aTt a" bio joj -th N r A 1 8 ?-t- M P A sTs E 0 '-k LEA DTZ P E R MIA 0 R E l S P E H PET U ATT I 0 N U T A H A H fTT 8pEtAN M A TjA D E Tk I ITERV th e w r ongsd e ofL 9, SKl ' fffi E N T R jS R T E s i. Tie" NDSTALL Down 1 Kind of curt 2 "West Side Story"...	0	0	0	0	0	0
111	19900624	modern	Flood	"Donations must include the mention ""Iranian Earthquake."" All religions invited to mass to pray for unity. Members of two English-language Presbyterian churches on the West Island will attend mass today at a French-language Roman Catholic church in a gesture of intercultural solidarity as part of St. Jean Baptiste Da...	1	0	1	0	0	1
135	19980109	modern	Snowstorm	The Gazette 987-2400 THE ACES ON BRIDGE BY BOBBY WOLFF "Good or bad fortune usually comes to those who have more of the one than the other." -La Rochefoucauld NORTH 43 ?A"J85 09742 4AK85 WEST EAST KJ62 4 109854 ?4 ?Q32 0AQJ6 O108 J1097 4Q32 SOUTH 4AQ7 9K10976 0K53 464 Vulnerable: Both Dealer: North The bidding: NORTH E...	0	0	0	0	0	0
11	18920615	historical	Storm	The church was quickly a mass of ruins and the congregation was imprisoned. A number were injured, one dangerously. The rink also was blown down, but those inside managed to escape without injury. Had the storm come a few minutes later many would have been in the building and a loss of life would surely have resulted. ...	1	0	0	0	0	1
203	19930408	modern	Nan	Eastern Ontario High 11, Low near 5, Mainly cloudy skies. Southern Ontario High 12, Low near 6, Mainly cloudy skies. Quebec City High 13, Low near 4, Sunny and mild. 8stem Townships High 14, Low near 5, Partly cloudy and mild. Northern New England High 15, Low near 6, Partly cloudy and mild. Gaspe High 9, Low near -1, ...	0	0	0	0	0	0
26	18940213	historical	Snow	the wind had risen to a 30-mile gait, with the thermometer 8 degrees above zero and falling. The casualties are numerous, but none serious. The overhead wires look like masses of white ropes and many have been snapped by the weight of ice. Two horses were shocked to death by coming in contact with a broken live wire. T...	1	0	0	0	1	0
196	19910707	modern	Nan	Some 2,500 Jews have become members of the new centre. It is hard work since so many have left, Bargman said. People had been taught to be afraid to speak about their memories. Not anymore. Education so far has been the focal point. Programs have been established at the cultural centre to NEW YORK TIMES NORTHAMPTON, Ma...	0	0	0	0	0	0
196	19910707	modern	Nan	Eastern Ontario High 30, Low near 18, Variable cloudiness. Southern Ontario High 33, Low near 24, Sunny and hot. Quebec City High 26, Low near 16, Partly cloudy, Chance of showers or thundershowers. Eastern Townships High 28 to 30, Low near 18, Partly cloudy, Chance of showers or thundershowers. Northern New England Hi...	0	0	0	0	0	0
196	19910707	modern	Nan	By the time you read this, the family and I will be somewhere down the St. Lawrence or in New Brunswick, on our way to Nova Scotia and Prince Edward Island. We decided a few months ago that this would be our year to rediscover some of Canada, and the Maritimes seemed like a pretty nice place to start. So I have been sa...	0	0	0	0	0	0
195	19910612	modern	Nan	including the wolf, lynx and badger, from countries where so-called leg-hold traps and other methods considered inhumane are still used The ban would start in January 1995 under current plans The traps which snap tightly shut on their victims, often breaking their limbs and causing a slow, painful death would also be b...	0	0	0	0	0	0
82	19980109	modern	Freezing	THE GAZETTE, MONTREAL, FRIDAY, JANUARY 9, 1998 A3 THE BIG FREEZE Transportation falls victim to weather Freezing rain turns highways into rivers of slush and railway lines into sheets of ice AARON DERFEL The Gazette Most trains, planes and automobiles ground to a halt yesterday as the second ice storm in a week battere...	1	0	0	0	0	0
178	18970109	historical	Freezing	M on the beach to deep water supply Since the erection of the LaChine Water and Power Company the shallow part has become almost dry, with the result that the pipes have become exposed In order to prevent them from freezing several parties had, when the cold weather set in, covered the exposed parts of the pipes with m...	1	1	0	0	0	1
198	19920204	modern	Nan	42 45 -3 Pacunic 31500 17 15 15 4 0 0 0 Pacwscap 10000 II II 18 117 IIS 117 Pakman 1000 3 3 3 4 4 4 1 Pnwortdl 4500 25 J5 J5 1 10 10 10 -2 Pan's 20000 50 44 50 5 4 4 4 Panterra 20000 4 4 4 7 7 7 Parallax 36750 15 13 13 105 100 105 S Pars rest 7500 48 40 40 9 9 9 Pass 13000 20 19 20 45 37 44 5 Ponres JOOO 11 11 II 15 15...	0	0	0	0	0	0
82	19980109	modern	Storm	Thank you very much for your understanding. DAVID SIDAWAY, GAZETTE Snap, crack, crash; Thousands of trees in parks across the island are succumbing to ice build-up and wind. Mount Royal ravaged People ignore danger to visit the 'beautiful' mountain MICHELLE IALONDE The Gazette Standing in a branch-littered clearing on ...	0	0	0	1	0	0
15	18930830	historical	null	"Tuesday Evening, Stocks The exasperating downpour of rain and accompanying gale, if annoying to the ordinary citizen, was doubly so to the broker and speculator interested in news from the outside world All day the ticker was silent as regards what was going on on the outside exchanges, and beyond some sort of informa...	0	0	0	0	0	0
26	18940213	historical	Snow	The life-saving crews have doubled their patrols and are on the alert so as to promptly answer signals of distress. One wreck was reported tonight. It occurred on Rockaway Beach, opposite the Arverne hotel. The Arverne life-saving crew cannot go to the relief of the vessel on account of the blinding snowstorm and the h...	1	0	0	0	0	1
121	19950618	modern	Heatwave	GAZETTE, PETER MARTIN Swimmer makes a splash at pool in St Henri yesterday. Montrealers hit the pools. Hot, muggy day sets weather record. CAMPBELL CLARK THE GAZETTE Montrealers were finally able to take refuge from the hot, humid air by diving into cool public pools yesterday. The city opened its outdoor pools and the...	0	0	0	0	0	1
198	19920204	modern	Nan	5000 70000 5500 12 75 12 1 I I I -I 134 120 134 14 12 12 12 475 440 440 -IS 45 51 57 17 7 4 7 15 15 IS 44 44 44 3 6 6 4 0 0 0 185 IBS 185 -3 S3 52 52 -10 43 40 40 841' 11 1 4V-I 185 180 180 8 8 8 -1 4 4 4 -1 39 35 39 2 110 100 105 30 30 30 4 4 4 14 15 15 -I 38 38 38 2 181 174 178 -2 110 0'1 lO'l 44 44 44 S9! 8 9''4 150...	0	0	0	0	0	0
26	18940213	historical	Snow	Sunday evening's despatches brought the news that a very severe blizzard was prevailing in Kansas. This storm has since spread all over the Western states, going as far south as St. Louis, where the phenomenal fall for that latitude of four inches of snow was recorded. Chicago's winds never blew before as they did yest...	1	0	0	0	0	0

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WX Impact Benchmark - Mixed Context Dataset

This dataset contains the Mixed Context Weather Impact Benchmark Dataset with multi-label impact classifications.

Dataset Description

This is the MixedCTX_Dataset(1386) subset of the WX Impact Benchmark, containing weather-related articles with various context lengths and complexity levels.

Train set: Training data for model development
Validation set: Validation data for hyperparameter tuning
Test set: Test data for final evaluation

Features

id: Unique identifier for each article
date: Date of the article
time_period: Historical period classification
weather_type: Type of weather event
text: Article text content
infrastructural_impact: Binary label for infrastructural impact
political_impact: Binary label for political impact
financial_impact: Binary label for financial impact
ecological_impact: Binary label for ecological impact
agricultural_impact: Binary label for agricultural impact
human_health_impact: Binary label for human health impact

Usage

from datasets import load_dataset

# Load the Mixed Context dataset
dataset = load_dataset("Michaelyya/wximpactbench-1386")

# Access splits
train_data = dataset["train"]
val_data = dataset["validation"]
test_data = dataset["test"]

Cite

@misc{yu2025wximpactbenchdisruptiveweatherimpact, title={WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language Models}, author={Yongan Yu and Qingchen Hu and Xianda Du and Jiayin Wang and Fengran Mo and Renee Sieber}, year={2025}, eprint={2505.20249}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2505.20249}, }

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Paper for Michaelyya/wximpactbench-1386

WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language Models

Paper • 2505.20249 • Published May 26, 2025