Honest, sourced explainers on how forecasting actually works, and how to read the disagreement between models.

Beyond the global giants, each country runs its own official weather model tuned to its own skies. Here is what the USA, UK, Canada and Australia use, and who runs them.
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A moderate El Nino is already underway and forecasters give it a strong chance of reaching Super El Nino strength by early 2027. Here is the honest picture, and why it makes seasonal outlooks harder to call.
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Apple Weather does not make its own forecast. It blends other people's models and shows you one number. That single fact explains almost everything about when it is right and when it lets you down.
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A no-jargon tour of how a modern forecast is built, from weather balloons to supercomputers, and why comparing models is the smartest way to read one.
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AccuWeather is dependable for the next few days, but its long-range forecasts push past what any model can actually predict.
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weather.com is dependable for the next several days, but its extended outlook and precipitation odds are easy to misread.
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Google Weather inherits its accuracy from weather.com, adds a clean interface, and is starting to lean on its own AI models.
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There's no single winner - the right app depends on whether you want accuracy, radar depth, or a look under the hood.
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Apps are fine for convenience, but only the National Weather Service issues the warnings that matter when lives are on the line.
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Windy is only as accurate as the model you pick, because it doesn't make a forecast of its own.
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America's flagship forecast model is the GFS, a free global model run four times a day by NOAA.
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The Euro tends to lead in medium-range accuracy, and Hurricane Sandy in 2012 is the textbook proof.
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A 5-day forecast is about 90% reliable; by day 10 you are near a coin flip.
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Different models, different data, and a chaotic atmosphere mean disagreement is normal, and useful.
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Long-range forecasts aren't guesses, but they aren't guarantees either. Here's the honest, day-by-day reliability picture.
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The most misunderstood graphic in hurricane season, decoded — including what it deliberately leaves out.
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Seasonal outlooks are about odds and ingredients, not named storms. Here's how to read the 2026 signals without falling for hype.
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The official dates, the mid-September peak, and why storms sometimes ignore the calendar.
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What the polar vortex actually is, how it breaks down, and why 'when' it spills south can't be pinned down far ahead.
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The two phases of the ENSO cycle nudge the jet stream in opposite directions, reshaping US winters region by region.
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There is no single tornado season; the peak migrates north and east with the calendar, and two regions dominate the map.
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A stubborn ridge of high pressure sinks and compresses air over a region, cooking it for days on end.
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First-frost timing sweeps from the northern Rockies in September to the Gulf Coast in late fall, and it's a probability, not a promise.
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Once you know what reflectivity, dBZ, velocity, and the base-versus-composite views actually show, a radar map tells a real story.
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The National Weather Service has a precise definition of that percentage on your forecast - and it's almost certainly not the one you think.
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Your app's "feels like" number is really one of two different NWS formulas - wind chill when it's cold, heat index when it's hot.
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One glance a week out isn't enough - here's a simple three-check routine timed to when forecasts actually get reliable.
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The two words look similar and mean very different things - knowing which is which can be the difference between preparing and taking shelter.
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A practical guide to using model agreement and ensemble spread - not just one number - to know how much to trust a forecast.
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The Met Office app is one of the most reliable forecasts you can get in the UK, especially for warnings and short-range detail - but no single app is right every time, and knowing why is half the battle.
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BBC Weather is a solid, well-presented forecast - but a common myth is that it comes from the Met Office. Since 2018 it has been powered by a different provider, and knowing that changes how you should read it.
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Apple Weather has come a long way since the shaky Dark Sky days, and for glanceable UK forecasts it is genuinely good - but for warnings and knife-edge days, it is not where you should stop looking.
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There is no single best weather app for everyone - the right one depends on whether you value official warnings, hyperlocal rain, clean design or an honest read on forecast confidence. Here is how the main UK options compare.
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When your phone's weather app disagrees with the Met Office, which one is right? Usually neither is simply wrong - the disagreement itself is the most useful information you have.
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Windy is a display, not a forecaster. Its accuracy depends entirely on which model you view and how far ahead you look.
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Britain's forecasts are built on the Met Office Unified Model - a single modelling system that scales from the whole globe down to a 1.5 km UK grid.
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They are not really rivals - ECMWF is the world-class medium-range global model, the Met Office adds high-resolution UK detail, and forecasters use both.
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Reliable to roughly five days, useful to about a week, and only a broad steer beyond - here is why the atmosphere sets that limit.
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Two apps, two answers: usually it's different models, different update times and different ways of turning raw data into an icon.
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The colours are not about how bad the weather is on its own - they are about impact and likelihood combined. Here is how to read them properly.
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Storms hitting the UK, Ireland and the Netherlands share a single annual A–Z list - and they only earn a name when the weather is serious enough to warrant it.
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One fast ribbon of high-altitude wind decides whether Britain gets Atlantic storms, a summer heatwave or a locked-in cold snap. Here is how it works.
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Britain's wildest weather clusters in the darker half of the year - and it is no accident. The Atlantic, the jet stream and a big temperature contrast all line up.
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Beyond about a week, a UK forecast stops predicting specific days and starts hinting at trends. Here is why - and how to read a 14-day outlook without being misled.
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Blocking high pressure, hot air dragged up from Iberia and North Africa, and a jet stream that shifts north are the three ingredients behind almost every UK heatwave.
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Officially, it only takes a single snowflake falling somewhere in the UK on 25 December, which happens surprisingly often. A deep, lying, card-cover of snow is genuinely rare.
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Heavier rainfall in a warming climate, rising seas, and more paved-over ground are combining to push more water into rivers, drains and homes than the system was built to cope with.
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The first frost sweeps south and downhill through autumn: Scottish glens and inland uplands in September, lowland England in October and November, and mild coasts and cities later.
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Rainfall radar turns invisible raindrops into a live colour map: cool colours mean light rain, warm colours mean heavy. Learn the scale, the movement, and the traps.
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The percentage is a probability of any measurable rain at your exact spot - not how much, how long, or how much of the map gets wet.
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Why the Met Office says it feels colder - or warmer - than the thermometer reads, and how wind and humidity drive the difference.
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Forecasts sharpen as the day approaches. Here is when to look, what each check can tell you, and the final look that matters most.
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Warnings, health alerts, flood alerts and Emergency Alerts all mean different things. A precise guide to who issues each and what to do.
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The major forecast models don't always agree - and that disagreement is the most useful signal you can plan around.
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Canada's most-downloaded weather app is dependable for day-to-day planning, but its accuracy depends heavily on how far ahead you look and how volatile the setup is.
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As Canada's statutory forecaster running a world-class model, ECCC is highly accurate at short range and is the definitive source for warnings - but no forecaster escapes the limits of long-range prediction.
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Apple Weather is good enough for daily glances on an iPhone, and its data sources include ECCC, but its hyperlocal minute-forecasts and severe-weather coverage are weaker in Canada than the app makes them look.
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There is no single winner - the best weather app depends on whether you want official warnings, the richest visuals, or a transparent view of how much the forecast models actually agree.
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Trust Environment Canada for warnings and as your source of truth, use consumer apps for convenience and radar, and let the agreement between forecast models decide how much to trust any forecast at all.
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Windy forecasts nothing on its own - it renders global models that were never tuned for Canadian terrain, and it leaves out ECCC's high-resolution GEM.
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Canada's forecasts run on GEM - Environment Canada's Global Environmental Multiscale model - in three tiers: global GDPS, regional RDPS and high-resolution HRDPS.
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ECMWF usually leads global accuracy, GFS and ICON follow, and GEM stays competitive - but Canada's high-res HRDPS can beat them all for local detail.
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Reliable for about three days, useful for pattern out to seven, and an outlook beyond ten - here's why, and how to read each range in Canada.
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There's no single forecast - just competing models starting from different data and physics. In a chaotic atmosphere, their disagreement is a signal, not an error.
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ECCC issues alerts on a four-step ladder of urgency. Here is exactly what a statement, advisory, watch and warning each mean - and how to respond to each.
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Most big Canadian winter storms belong to one of three families defined by where they are born. Knowing the type tells you what weather to expect.
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Canada uses the North American wind chill index to express how cold the air feels on exposed skin. Here is the formula, the science, and the frostbite risk it flags.
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The polar vortex is a permanent ring of Arctic cold, not a storm. Canadian cold snaps happen when it weakens or splits and lets that cold spill south.
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A 14-day forecast is a rough steer, not a day-by-day plan. Here is where forecast skill drops off, why, and how to read the back half of any long-range forecast.
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Persistent upper-level ridges of high pressure - often locked in place by a stalled jet stream - trap sinking, warming air over a region for days. That is the engine behind almost every major Canadian heat wave.
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An honest answer months ahead is 'here are the odds,' not 'yes.' Seasonal outlooks give probabilities - a lean toward warmer, colder or near-normal - not a day-by-day forecast. Here is how they are built and what they can and cannot tell you.
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Canada records more tornadoes than any country except the United States. The season peaks from June through August, concentrated across the southern Prairies and southern Ontario - the two zones sometimes called Canada's tornado alleys.
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Frost arrives earliest in the North and the high Prairies - sometimes by late August - and latest along the mild south coast of British Columbia and the far south, where it can hold off until late October or beyond. Elevation, water and city warmth all shift the date.
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ECCC's radar sends out radio pulses and measures the echo bouncing off raindrops, snow and hail. Colours show intensity from light green to deep red; the brighter the colour, the heavier the precipitation. Here is how to read the map with confidence.
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The probability of precipitation is the most misread number in any Canadian forecast. Here's what ECCC's percentage actually measures - and what it doesn't.
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Canada measures oppressive heat with its own index, invented in 1979. Here's how the humidex works, what the numbers mean, and why it isn't the US heat index.
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Environment Canada updates forecasts several times a day, and the models behind them run on a schedule. Here's how to time your checks so you plan on fresh data.
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ECCC's alerts run on a ladder of urgency. Here's precisely what a statement, advisory, watch and warning each mean - and the one distinction you must not confuse.
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The pros don't trust one forecast - they compare models. Here's how to match GEM, ECMWF, GFS and the HRDPS to your lead time and read their agreement as confidence.
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MetService is New Zealand's official forecaster, so its app carries real authority. But accuracy varies by timeframe and terrain here is where it earns its keep and where it falls short.
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WeatherWatch and MetVUW are the best-known independent forecasters in New Zealand. Both are genuinely useful but they work very differently, and neither replaces the official warning authority.
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Apple Weather is on every iPhone in the country, so it's the forecast most New Zealanders glance at first. It's decent for a quick look but it has real blind spots here.
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There's no single best app for everyone the right choice depends on whether you want official warnings, raw charts or a quick glance. Here's how the main options rank, and who each suits.
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MetService is the official authority; the apps on your phone are mostly automated model blends. Knowing the difference and when it matters is the key to trusting the right forecast.
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Windy is a display, not a forecaster. Its accuracy over New Zealand depends entirely on which model you choose and how far ahead you look.
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New Zealand forecasts rest on a handful of global heavyweights plus MetService's local models. Knowing which is which explains why forecasts differ.
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The European and American models are the two giants of global forecasting. For New Zealand, each has clear strengths — and knowing them makes you a sharper forecast reader.
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There is a real limit to forecast skill. Knowing where reliability fades — and why New Zealand tests it harder than most — makes every forecast more useful.
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Two apps, two different answers for the same afternoon. The reason is not carelessness — it is that they are running different models, and disagreement is useful information.
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New Zealand's alert system decoded - what a Watch means, what a Warning means, and why the colour matters.
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A thin, mountainous country in the westerly wind belt, ringed by ocean - the recipe for weather that turns on a sixpence.
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The near-permanent westerly winds that put the wind at New Zealand's back - and the fronts on its doorstep.
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How tropical storms lose their warm heart on the way south - and why they can still be so destructive.
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Where the useful signal ends and the guesswork begins - and how to read the back half of a long-range forecast.
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Blocking highs, subtropical air and the foehn effect over the Southern Alps combine to push the mercury up - and marine heatwaves keep the heat in place.
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Southern Hemisphere winter brings Antarctic southerlies, low-level South Island snow and mountain snowfalls in the North - with MetService snow and road warnings to match.
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From ex-tropical cyclones to atmospheric rivers pinned against the Southern Alps, here is what drives New Zealand's worst flooding - and how MetService warns for it.
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Clear, calm winter nights under a high let heat escape to space - and inland South Island frost hollows like Central Otago turn that into the country's hardest frosts.
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Colours show rainfall intensity, the animated loop shows where rain is heading - but mountains cast radar shadows. Here's how to read it like a forecaster.
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The percentage is a probability, not an amount - here's how to read it, why two apps disagree, and how to actually use it when planning your day.
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Why the number on your forecast often differs from the air temperature - and how MetService combines wind chill and humidity to tell you how the day will actually feel.
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Forecasts refresh several times a day as new model runs land. Time your checks to the update cycle - and to how far ahead you're planning - for the most reliable read.
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Watch means “be ready,” Warning means “take action.” Here's how MetService's three-step severe weather system works and what each colour is telling you to do.
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The forecasts on your phone come from a handful of global models. Understand how they work - and when they disagree - and you can plan with far more confidence.
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The official app of Australia's national forecaster - how good are its forecasts, really?
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One of Australia's best-known commercial weather brands - how reliable are its forecasts?
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It's on every iPhone by default - but should Australians trust it?
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No single app wins everything - here's the honest breakdown of what to install.
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The official forecaster or the slick commercial app? Here's how to decide.
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Windy is a viewer for global forecast models, not a forecaster. Pick the right layer and it's superb; here's how accurate it really is for Australia.
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Australia runs its own forecast model - ACCESS - at global, regional and city scales. Here's what it is, where it comes from, and why you can't see it on Windy.
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Australia's own model, the European heavyweight and the American workhorse compared - resolution, accuracy, cost and when to trust each.
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Firm to three days, useful to seven, rough beyond - here's why forecast skill fades with time, and how to tell when a particular forecast is trustworthy.
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Different models, imperfect starting data and a chaotic atmosphere mean forecasts diverge - and that disagreement is your best guide to how much to trust them.
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A plain-English guide to Australia's warning system - what a Watch means versus a Warning, and how BOM grades cyclones, floods, fire weather and heat.
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The Bureau names every cyclone from rotating alphabetical lists and grades it 1–5 on wind gusts - here is how the system works and what the category leaves out.
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What drives dangerous fire weather in Australia, how the AFDRS four-level rating works since 2022, and the difference between a rating, a warning and a total fire ban.
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The Pacific climate see-saw that swings Australia between drought and flood - what El Niño and La Niña do, how the Bureau measures ENSO, and where the Indian Ocean fits in.
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Forecast skill is high for a few days and fades fast - here is what the numbers say by range, why two weeks is the practical ceiling, and how to read a long-range forecast.
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Blocking highs, northerly winds off the desert and dry soils combine to bake the continent for days. Here is how heatwaves form and how the models see them coming.
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The official season spans November to April and peaks after Christmas. Here is where cyclones form, how BOM grades them, and how to read the watches and warnings.
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From BOM's 2 cm hail threshold to the supercells that batter the east coast, here is how Australia's most damaging storms form and where they strike hardest.
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Frost is a routine part of winter across inland and southern Australia. Here is where it strikes hardest, when the season runs, and why the coast escapes it.
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The BOM rain radar shows where rain is falling and where it is heading. Here is how to read the colours, pick the right range, loop the frames and spot its blind spots.
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The percentage is more precise than it looks - and it isn't telling you what you think it is.
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Why the Bureau's 'feels like' can sit 7 degrees above - or below - the thermometer.
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Forecasts refresh on a schedule - travel on stale data and good trips go sideways.
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The five alert words Australians hear - and the two systems they come from.
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Behind every forecast icon sit several supercomputer models that may quietly disagree.
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