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E - Changing Probability Distributions
E - Changing Return Periods
E - Communicating shifting extremes
E - Exceedance Curves
E - Forecasted Probabilities
Small average changes in temperature can hide dramatic changes at extremes
1oC - Socioeconomic impacts of climate change already manifesting
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
2009 Choosing the right strategy in probability space
2009 Risk of temperature directly related to concentrations, and varies widely over time
2010 In probability distributions, modes and means and uncertainty are important
2010 rainfall anomaly against future probability distributions
2012 Extreme events are growing in probability faster than projected by the models
2012 Ratio of high to low records in the U.S. 1950's to 2000's
2013 Probability of catastrophe by treatment
2013 temperatures against future probability distribution
2015 The shock scenario
2016 Annual mean surface temperature anomaly
2016 Changing likelihood of extreme events
2016 Comparison of El Nino strength and temperature trend
2016 Decadal mean surface temperature anomaly
2016 Global surface temperature, annual and running mean
2016 ocean temperature anomaly against future probability distribution
2017 It's all about probabilities
2019 A cumulative distribution function (CDF) transforms a probability distribution into an exceedance curve from 0 to 100%. A complementary CDF (CCDF) does the reverse, from 100% to 0%
2030-2050 (2020) Risk of >15% global yield failure increases 2x and 5x
2040 (2013) Median Projected Change in 1% Annual Flood Discharge
2040 (2013) Median Projected Change in SFHA
2050 (2020) Economic impact of extreme flood could be 5-10 times greater than today
2060 (2013) Median Projected Change in 1% Annual Flood Discharge
2060 (2013) Median Projected Change in SFHA
2080 (2013) Median Projected Change in 1% Annual Flood Discharge
2080 (2013) Median Projected Change in SFHA
2100 (2013) Median Projected Change in 1% Annual Flood Discharge
2100 (2013) Median Projected Change in Flood Hazard Parameter
2100 (2013) Median Projected Change in SFHA for 2100
2100 (2013) Monte Carlo Distribution for 1% Annual Flood Discharge change
Abnormal markets - stock exchange not normally distributed
Attribution of changing water scarcity to climate and population
b. By increasing variability with the existing mean
Beta distribution
Brownian motion and stock prices - normal distributions
CCDF complementary cumulative probability function
Change in exceedance probability for normally distributed data
Change in risk of occurrence due to a trend in the mean
Changing global water scarcity risk levels
Changing likelihood of Australian extreme events
Changing likelihood of flooding
Changing temperature probabilities in Colorado River Basin
Conceptual diagram of shifting probabilities
Does climate fit into normal distribution? Evidence that it does not
Effect of mitigation on global emergence in drivers of ecosystem stress
End-century project flow reductions Colorado River Basin
Expected extremes based on linear change in SD
Future warming projections constrasting model vs. paleo estimates
Gamma distribution
Geographic variation in attribution variables
Increase in probability of extremes
It's a Matter of Risk and Probabiliy
Lognormal distribution
Mapped Amplification Factors
Mapping flood levels
Mid-century projected flow reductions Colorado River Basin
Moscow July Anomalies
Normal/Gaussian distribution
Northwest Atlantic cod harvest
Power law = better fit for stock extremes
Probability distribution with varying uncertainty around the same mean
Probability distribution with varying uncertainty around the same mode
Reconstructed global mean temperatures
Redrawing this figure using a ratio scale
Regional variation in water scarcity
Responding to fire risks: unlikely but we buy fire insurance
SAT Surface Air Temperature
Sensitivity of global SAT to radiative forcing anomalies
Shifting distribution of temperature anomalies in the Northern hemisphere, winter and summer
SST Sea Surface Temperature
Stock market performance on a ratio scale
Storylines used for RCPs and SSPs
The "tails" of normal and fat-tailed distribution
The 2003 European heat wave against the normal distribution
The distribution of outcomes of rolling 10 dice at once
The distribution of outcomes of rolling two dice
The more dice, the closer you get to a "normal" distribution
The normal probability curve
Three possible outcomes in terms of probability shifts
understanding shifts in extremes due to climate change
Variations in severity of water scarcity
Weibull distribution
Why uncertainty increases risk
2020-2050 (2020) Increase in long tail risk of hurricane damages in Florida
And climate tipping points may be much more likely than we've thought
And there's a clear analogy to abrupt climate change
Precautionary principle: making decisions without probabilities sensible, but don't take to extremes
What causes extreme events in nature and in finance
E - Climate Change Fingerprint
Infographic - 2015 Temperature Anomaly
E - Changing Return Periods
E - Fingerprint - Arctic Ice
E - Fingerprint - Fire Regimes
E - Fingerprint - Flooding
E - Fingerprint - Heat Extremes
E - Impact Attribution
E - Manifestations of climate risk
E - Shifting Extremes
1oC - Arctic sea ice volume to 2019
1oC - Average global temperature change to 2020
1oC - Socioeconomic impacts of climate change already manifesting
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1975-2015 Northern Hemisphere Snow Cover is decreasing
1990-2005 Observed SLR vs. model projections
2003 The salinity of oceans is decreasing
2007 Cooling degree days in the U.S.
2007 Heating degree days in the U.S.
2008 And it's worse than we anticipated
2009 Acreage burned is increasing
2009 Area of Greenland subject to melting each year
2009 Discharge of Greenland ice streams is accelerating
2009 Picture of surface melt on Greenland
2009 Snapshot of ocean acidification
2009 Water stress - the ratio between withdrawal and availability - 2000
2009 We're losing a lot of ice mass in Greenland and Antarctica
2011 10 Warmest Years on Record
2011 In mountain glaciers
2011 Observed sea level rise over last 12 years
2011 Was a Year of Weather and Climate Extremes
2011 Why are we confident that observed warming is anthropogenic?
2011 Why are we confident that observed warming is anthropogenic? (2)
2012 - 2014 precipitation anomalies in Western U.S. (no long-term trend)
2012 10-fold increase in extreme heat events
2012 Extreme events are growing in probability faster than projected by the models
2012 In parts of East Africa there has been a substantial decrease in normal rainy seasons
2012 Model ensembles show shifts towards warmer and drier conditions from 1960's to present
2012 Return periods have changed
2012 Significant weather related losses of 2011
2012 The probabilty of warm winters in UK is 60 times more likely
2012 Western Pacific temperatures have been increasing
2013 Extreme precipitation in the U.S. is increasing
2013 Since 1895, annual average air temperatures in CA have increased about 1.5oF
2013 Statewide average temperature trends mask major differences within the state
2014 - Nightime temperature increases
2014 Coldest Nights
2014 Earth’s Surface Temperature
2014 Fires
2014 Global temperature vs. CO2
2014 Hottest Days
2014 Long-term warming and short-term variations
2014 Mountain Glaciers
2014 Ocean Heat Content
2014 Percentage of west in summer drought
2014 precipitation anomalies in Europe and South America
2014 Precipitation
2014 River Outflow
2014 Sea Level
2014 Soil Moisture
2014 Tornado Count for U.S.
2014 U.S. acres burned 1980 - 2013
2014 U.S. flooding has changed
2015 1,000 years of change
2015 Crop Moisture Stress Index (CMSI)
2015 Record high temperatures
2015 Temperature increase
2015 The Waggonwaybreen glacier 1900 - 2015
2016 All 10 indicators of climate change are "positive"
2016 Annual area burned in the U.S. 1984 - 2012
2016 Billion-dollar weather events 1980 2015
2016 Climate anomalies of 2015
2016 Global temperature anomalies vs. 20th century average
2017 Changing Cold Hardiness zones in Oregon to 2050
2017 Components of sea level rise
2017 Land and ocean temperature percentiles
2017 Oceans absorbing heat
2019 How did daily U.S. temperatures devitate from the historical average?
2019 How much have maximum and minimum temperatures already changed?
2019 Number of Extreme Heat Days in Australia
2050 (2014) Planting zone changes over time
Accelerating extreme heat on land
Alaskan Fires up
And rising trends in loss events
Annual area burned by wildfire is increasing rapidly
Annual number of large wildfires vs. average temperatures in the Western U.S.
Antarctic Ice Trends
Arctic Ice - Record Low Maximum
Arctic sea ice is disappearing faster than expected
Arctic Sea Ice • Climate Change
Arctic Sea Ice Thinning: Winter
Arctic temperature change
Areas burned up dramatically
Australian records
Average July High temperatures
BAMS 2014 State of the Climate
Billion dollar weather disasters
Billion Dollar Weather Disasters 1980-2010 economic damage caused by weather vulnerability
billion-dollar weather disasters in 2014 in the US
California
California Palmer Drought Severity Index over time
Carbon Dioxide • Climate Change
Catastrophe losses by cause in U.S. 1994 - 2013
Change in cool/warm days and nights since 1960
Changes in # of days with unusually warm daily low temp
Changes in daily low and high temperatures in N America
Changes in daily temperature range - Mexico
Changes in U.S. frost-free season length
Changing forest fires
Changing ocean acidification
Charting a large number of ECVs
CO2 and Temp since 1880
Comparing 1951-1980 and 2005 - to 2015
Correlation of disease outbreaks with El Nino
Costliest natural catastrophes since 1950
Current Impacts - Ecosystems
Current Impacts - Extreme weather events and weather losses
Current Impacts - Human health
Dana Glacier
Days Above 95 degrees by 2100
Dec 7 to Dec 20 precipitation anomalies in Western U.S.
Decadal mean temperatures
Decadal near surface global average temperature anomaly
Decline in arctic sea ice extent
Decreases in number of frost days per year
Degree of understanding of climate influence for key impacts in North America
Disaster relief costs in the U.S. are increasing
Drought and drought-related costs in the U.S. are increasing
During the 20th century we've seen a significant increase in drought severity
Early efforts looking for the climate signal
Earth's temperature doesn't correlate to sun
Economic losses from natural catastrophes
El Niño • Climate Change
Extreme Heat • Climate Change
Extreme weather bell curve
Extreme weather in 2013
Extreme weather metrics
Fall Temperature Trends
Figure SPM.2a
Figure SPM.4a
Forecasted decrease in Sierra Nevada snow pack
Frost-free season is getting longer
Future climate shift
Glacier mass balance
Glacier mass changes in California
Glacier retreat
Global average temperature
Global flood catastrophes have tripled
Global Surface Temp Record - NAS Public
Global Temperature • Climate Change
Goddard Glacier
Google search for "Pollen" are on the rise
Graphic - Mountain GlacierThinning
Graphics - NASA Global Maps Timeseries across multiple variables
Heavy Downpours Increasing
Higher temperatures will increase demand
Historic precipitation trend is upward
How we know climate change is happening
Hurricane counts - Atlantic 1851-2006
Hurricane Power North Atlantic
Hurricanes may get stronger
Hurricans acting differently in North Atlantic and Eastern North Pacific
Ice cover declining in the Great Lakes
Ice cover on Lake Mendota in Wisconsin
Ice loss from Greenland and Antarctica
Images of Change - Hundreds of photos showing all kinds of relevant change
In 2011 arctic ice extent continued to fall
In arctic ice
In Greenland
Increase in Cooling and Heating Demand Days
Increases in heavy rainfall over 90 days
Increases in intense precipitation - N America
Increases in wave heights
Increasing tree mortality in the Sierra Nevada
Indicators of climate change abound
Indicators of climate change in California
Indicators of warming from multiple datasets
Intense precipitation rises most in the NE
Interactive map of extreme weather and climate events of 2013
IPCC has looked at likelihood of different kinds of extreme events
January 2016 temperatures vs. 1951-80 average
Land Ice • Climate Change
Large US weather disasters 1980-2007
Long term climate trends continued in 2011
Loss events in the U.S. 1980 - 2014
Loss events worldwide 1980 - 2014
Loss events worldwide 2014
Major natural disasters 1972-2008
Maximum and minimum summer temperatures, by region in CA
Maximum temperatures in CA are rising much more slowly than minimum temperatures
Melting of Arctic land-based ice
Monthly arctic ice events
More frost-free days
More U.S. 1" Downpours
More U.S. 2" Downpours
More U.S. 3" Downpours
Moscow July Anomalies
Muir glacier, before. . .
Munich Re Climate Events
Natural Disasters in 2015 per Munich Re
New indicators being added to better understand climate
Numbers of weather-related loss events to 2014
Observed change in very heavy precipitation
Observed change in very heavy precipitation
Observed shifts in streamflow timing
Observed U.S. precipitation change
Ocean acidification
Ocean acidification is increasing in California
Ocean Acidification • Climate Change
Ocean heat content
Permafrost temperatures rising
Plant hardiness map
Plant hardiness zone maps seems to be changing rapidly
Potential disease impacts - Pine Beetles in the Great Lakes
Precipitation events have been getting more intense
Precipitation Extremes in the U.S. are Increasing
Ranking of hottest years
Ratio of record daily highs to lows for U.S. is changing
Record Temperatures 2015 Jan and Feb
Regional Changes in Climate Extremes
Regional temperature change
Regional variations in warming
Relationship between sea surface temp and hurricane power
Sea level rise
Sea level rise at Golden Gate
Sea Level Rise • Climate Change
Severe weather reports in the U.S. 2014
Shift in the timing of snowmelt
Shifting distribution of summer temperature anomalies GIF
Sierra Nevada precipitation is basically unchanged
Sierra Nevada snowmelt is declining
Significant climate anomalies and event May 2016
Significant climate anomalies in 2014
Spring Comes Early Across the U.S.
State of the Climate: Extreme Events
Streamflow from Snowmelt coming earlier
Summer Temp Trends
Summer Temperature Trends
Temperature change over the last 22 years
Texas drought 2011
The European heat wave of 2003
The Heat is On: U.S. Temperature Trends 1912-2011
The Heat is On: U.S. Temperature Trends 1970-2011
The loss of James Island
The Matterhorn, before . . .
The probability of heat waves in TX has increased substantially
The start to 2016
The underlying data.
There are more man-made than natural catastrophers
These 10 seconds show just how big of a problem drought has become in California
Top 10 Hardest Hit States of 2011
Tundra greenness has increased 15% by 1982
U.S. precipitation change observed and forecast by scenario
U.S. temperature change observed and forecast by scenario
U.S. temperature records are trending upward in ratio of high to low
U.S. Thunderstorm Loss Trends
U.S. trend in extreme precipitation during storms
U.S. Wildfires • Climate Change
Variation in cold season storms
Very clear trends in extreme precipitation
Warming Winters in the U.S.
We're already seeing changes
We're confident that it's human activities
We're setting more records for warm days than cold days
Weather losses are climbing, while insured proportion is decreasing
Weather related grid disruptions have been increasing
What do multi-year averages look like in the temperature record?
Which Season is Warming Fastest
Wildfires in western US vs average monthly maximum temperature 1980-99
Winter 2015-16 anomalies vs past average
Winter 2015-16 Anomaly
Climate responding faster than expected
Current impacts - Permafrost
Current Impacts - "Tropics" are expanding
Current Impacts - Power Production
Its happening faster than the IPCC anticipated
Sea level rise is accelerating
We know some impacts being observed sooner than projected
E - Temperature Impacts
Infographic - Risks at 2, 3, 4 Degrees
Infographic - Snapshot of a Warming World
I:1.5vs2.0Degrees (HowCanIVisualize?)
I:BoundingPolicyOutcomes
T - Visualizing Future Impacts
E - Impacts by Degree
2016 Global monthly temperature anomalies 2015-2016
2016/11 What will the world actually look like at 1.5°C of warming?
2018/10 Interactive: The impacts of climate change at 1.5C, 2C and beyond
2014 Global Warming Projections, 2 degrees warmer (from NG 2008)
2015 Climate Change: What Happens If The World Warms Up By 2°C?
3oC - Asian cities that will be worst affected by sea level rise
1500-2010 (2012) European summer temperatures 1500-2010
1500-2010 (2012) Frequency of extreme European summers
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1900-2100 (2008) Increase in % of warm nights for North America, with uncertainty
1900-2100 (2010) Changes in permafrost coverage to 2100
1920-2100 (2017) A massive increase in "nuisance flooding" around the U.S.
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1950-2011 (2012) Temperature anomaly distributions during the summer for the U.S.
1950-2011 (2013) It's not the change in global average temperature that really matters, it's the tails of the probability curve
1950-2015 (2016) North and Southern hemisphere temperature anomaly shifts
1950-2015 (2016) Regional shifts in temperature anomalies - Africa, Middle East, SE Asia
1950-2015 (2016) Regional shifts in temperature anomalies - U.S., Europe, China, India
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1980-2100 (2014) North Hemisphere near-surface permafrost area to 2100
1980-2100 (2014) Northern Hemisphere snow cover change to 2100
1980-2100 (2014) Number of days over 95o (F) RCP 8.5 Median and 1 in 20 chance
1980-2100 (2015) Change in after number of days over 95 degrees (F) Median and 1 in 20 chance estimates
2000-2013 (2016) Observed change in U.S. precipitation patterns
2000-2050 (2012) Expected value of hurricane damages to Miami-Dade
2011 Very good chance we're already committed to >2 degrees C
2012 Probabilistic Forecasts to 2100 based on new Representative Concentration Pathways
2012 Showing North American Detail
2012 There's huge uncertainty about really long-term outcomes
2014 Average summer temperatures across the U.S.
2014 Average winter temperatures
2014 Global temperature projections different and timelines
2014 Number of extreme cold days
2014 Projected changes in frost-free season length by scenario
2015 Global probability of exceeding 99th extremes with temperature increase
2015 Probability of extreme precipitation events under warming
2016 Alternative warming paths
2016 Emissions limits required to achieve temperature targets
2016 Potential temperature increase associated with consuming proven fossil fuels
2016 Temperature anomalies by latitude
2017/7 Alarming New Animation Shows The Months Are Indeed Getting Warmer
2017 Latitudinal risk of deadly climate
2017 Sea surface temperature anomaly 1961-1990
2020 2019 was Alaska's warmest year on record
2020 2019 Was 2nd Warmest Year on Record
2020 Arctic sea ice extent since 1979
2020 Global temperature time series
2020 US Temperature conditions 2019
2021 Amplification of temperature changes in the Arctic
2021 Australian annual average daily maximum temperature 1910-2021
2021 Committed sea level rise as a function of long-term global temperature increase
2021 Global population (2010 - 2100) experiencing a heatwave that exceeds 98th and 99th percentile of reference period (1981-2010)
2021 La Nina and Indian Ocean dipole 2021
2021 Land and ocean temperature percentiles for Jan-Dec 2020
2021 Number of people exposed to heat stress above the risks to workability and survivability thresholds
2021 Populations in Africa and Middle East experiencing heatwaves 2010 - 2100
2021 Populations in Asia and Australasia experiencing heatwaves 2010 - 2100
2021 Populations in Europe experiencing heatwaves 2010 - 2100
2021 Populations in North, Central, and South America experiencing heatwaves 2010 - 2100
2050 (2014) Planting zone changes over time
2100 (2012) Expected change in regional extreme temperatures (degrees and SDs)
2100 (2012) Expected regional temperature change (degrees and SDs)
2100 (2012) Percentage of expected to exceed 3, 4, and 5 SDs from current temperatures
2100 100 Degree days in U.S. Under 2 Emissions Scenarios
Attributing the current warming
Average warming under IPCC Scenarios - NAS Public
Changing average global temperature
Comparing mitigation, non-mitigation, and full stop scenarios to 2100
Comparing the Paris commitments
Comparing the temperature projections of different scenarios to 2100
Distribution of recent lethal heat events
Emissions and Temperature Linkage - NAS Public
Forecasted US temp changes
Heat map change in deadly days, temperature, and humidity
How extreme events rapidly get more extreme
Mapping countries' temperature change vs. speed of change
New simulations for projected temperature in the U.S.
Number of days per year above deadly heat threshold
Patterns of warming in Summer and Winter - NAS Public
Probability of global temperature thresholds based on IPCC scenario
Projected changes in future deadly climatic conditions - area and population
Projected global temperature change
Projected temperature change of hottest and coldest days
Projected U.S. temperature change
Putting current temperatures in context
Regional temperature and precipitation probabilities based on RCP3 and RCP8.5
Relative probability of extremes compared to pre-industrial
Significant climate anomalies and event May 2016
Temperature increases of 10-12 degrees C by 2300
Three former Olympic venues may lack sufficient snow, even with artificial snowmaking
US temperatures from 1991-2020 compared with 20th century average
When shortages of cold and snow are combined, 4 former Olympic venues likely to be unreliable hosts by midcentury
2010-2100 (2015) Probability that today’s 30-year floods will occur in a given year regionally
2010-2100 Regional Warming under 3 scenarios
2020-2100 (2014) Changes in NYC 100-year flood zones
A wide range of global temperature increases is possible, but more than 2oC is almost certain
E - Temperature Record
1. Where is the heat going?
2011/1 Global Surface Temperature Anomalies
200X 800,000 year temperature CO2 record - NAS Public
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
2009 Climate change modeling has gotten a lot better
2010 The Vostok Ice Cores
2013 Civilizations have evolved within a very narrow temperature band for 10,000 years
2013 Human civilization has evolved in an unusually stable climatic period
2013 We have seen sharp shifts in CO2 emissions before
2014 1700 Years of Global Temperature Change from Proxy Data
2014 Long-term warming and short-term variations
2014 Regional warming/cooling 1901 - 1950
2014 Regional warming/cooling 1901 - 1961
2014 Regional warming/cooling 1901 - 1971
2014 Regional warming/cooling 1901 - 1981
2014 Regional warming/cooling 1901 - 1991
2014 Regional warming/cooling 1901 - 2000
2014 Regional warming/cooling 1901 - 2009
2017 Temperature anomalies over land and ocean 1950 - 2017
2017 The ice core data is key because it tracks the development of humans
2017 The IPCC scenarios for temperature change
2017 The last 20,000 years
2019 Average global temperature 1850-2019
2019 Average global temperatures (by month) 1850 - 2019
2019 How did daily U.S. temperatures devitate from the historical average?
2019 How much individual countries have warmed
2019 The temperature history of individual countries in stripes
2020 Australia's maximum annual temperature anomaly
2020 Australian average temperature trends 1910 - 2019
2020 Global temperature deviations by year and decade
2020 Land vs. Ocean temperatures 1850 - 2019
2020 U.S. annual temperature compared to 20th century average
2021 Amplification of temperature changes in the Arctic
2021 Australian annual average daily maximum temperature 1910-2021
2021 Changes in global surface temperature relative to 1850 - 1900
2021 Five-year average temperature anomalies relative to 1981 - 2010 average
2021 Global mean temperature anomalies 1854 - 2021
2023 Surface air temperature anomaly for January 2023
Change in normal temperatures between 1981-2010 and 1991-2020
Global Surface Temp Record - NAS Public
Short Term Impacts of Natural Climate Variations - NAS Public
US temperatures from 1991-2020 compared with 20th century average
1.5 Temperature Change at Different Scales
2012/3 Extraordinary temperature anomaly in US in March 2012
We know a lot about temperature records
E - Timeline Impacts
Coastal flooding will increase in NYC
I:1.5vs2.0Degrees (HowCanIVisualize?)
Climate Central - Threatened U.S. Cities by Decade
2015 A climate change Christmas: the hottest deals of 2056 – video
2015 Earth Under Water in 2040 HD Documentary 2015
1500-2010 (2012) European summer temperatures 1500-2010
1500-2010 (2012) Frequency of extreme European summers
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1900-2100 (2008) Increase in % of warm nights for North America, with uncertainty
1900-2100 (2010) Changes in permafrost coverage to 2100
1900-2100 (2012) Estimated ocean acidification under alternative emissions scenarios
1920-2100 (2017) A massive increase in "nuisance flooding" around the U.S.
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1950-2011 (2012) Temperature anomaly distributions during the summer for the U.S.
1950-2011 (2013) It's not the change in global average temperature that really matters, it's the tails of the probability curve
1950-2015 (2016) North and Southern hemisphere temperature anomaly shifts
1950-2015 (2016) Regional shifts in temperature anomalies - Africa, Middle East, SE Asia
1950-2015 (2016) Regional shifts in temperature anomalies - U.S., Europe, China, India
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1980-2040 (2009) Decreasing habitat for coldwater fish
1980-2100 (2014) North Hemisphere near-surface permafrost area to 2100
1980-2100 (2014) Northern Hemisphere snow cover change to 2100
1980-2100 (2014) Number of days over 95o (F) RCP 8.5 Median and 1 in 20 chance
1980-2100 (2015) Change in after number of days over 95 degrees (F) Median and 1 in 20 chance estimates
2000-2013 (2016) Observed change in U.S. precipitation patterns
2000-2050 (2012) Annual probability of loss due to hurricanes for Miami-Dade Region
2000-2050 (2012) Expected value of hurricane damages to Miami-Dade
2000-2050 (2012) Expected value of hurricane damanges to Miami-Dade
2000-2050 (2012) Frequency of Cat 4-5 hurricanes expected to increase 80% by 2050, while Cat 1-3 decline 38%
2000-2050 (2012) Return frequency declining for major hurricanes
2000-2060 (2016) Change in coastal population exposure by country
2010 Annualized U.S. loss trend - water impacts
2010 High value sector water availability - municipalities, industry, energy
2010 Hydroelectric water availability
2010 Mining water availability
2010 Normalized state by state water availability in 2050
2010 Second order uncertainty is the uncertainty in the uncertainty
2011 Anticipated changes in stream-flow in 2050
2011 Very good chance we're already committed to >2 degrees C
2015 Timescales of climate processes and inclusion of feedbacks in climate models
2017 Changing Cold Hardiness zones in Oregon to 2050
2017 Forecasting OR's winter temperature change
2030 (2017) Climate change could raise extreme poverty significantly
2030 (2020) Vulnerability of global infrastructure assets
2030-2050 - Change in surface water supply
2030-2050 (2020) # of countries with GDP at risk from reduced effective working hours
2030-2050 (2020) Average land and sea surface temperature anomaly under RCP 4.5 and 8.5
2030-2050 (2020) GDP at risk from impact on effective working hours
2030-2050 (2020) Increase in 50-year precipitation events
2030-2050 (2020) Lethal heat wave probabilities in India
2030-2050 (2020) Lethal heat wave probability
2030-2050 (2020) Probability of drought across Africa
2030-2050 (2020) Probability of drought in Meditteranean
2030-2050 (2020) Probability of lost working hours in India
2030-2050 (2020) Regional increase in average annual temperature
2030-2050 (2020) Regional temperature changes against global RCP 8.5 scenario
2030-2050 (2020) Risk of >15% global yield failure increases 2x and 5x
2030-2050 Change in global drought likelihood
2040 (2013) Median Projected Change in 1% Annual Flood Discharge
2040 (2013) Median Projected Change in SFHA
2050 (2014) Planting zone changes over time
2050-2100 (2012) Projected increase 20-year return values of annual maximum daily temperatures
2050-2100 (2012) Projected return period for today’s 1 in 20 years annual maximum temperatures
2050-2100 (2012) Significant trends in the number of dry days, and soil moisture
2050-2100 (2015) Likelihood of a more than 10% increase in number of water-stressed people by region
2050-2100 (2015) Probability of a 50% increase in annual area cropland affected by drought
2060 (2013) Median Projected Change in 1% Annual Flood Discharge
2060 (2013) Median Projected Change in SFHA
2080 (2013) Median Projected Change in 1% Annual Flood Discharge
2080 (2013) Median Projected Change in SFHA
2080-2100 (2012) The frequency of what today are 1 in 20 year events
2100 (2008) Global changes in annual runoff
2100 (2012) Expected change in regional extreme temperatures (degrees and SDs)
2100 (2012) Expected regional temperature change (degrees and SDs)
2100 (2012) Percentage of expected to exceed 3, 4, and 5 SDs from current temperatures
2100 (2013) Climate vs. Population impact for 1% Annual Flood Discharge change
2100 (2013) Median Projected Change in 1% Annual Flood Discharge
2100 (2013) Median Projected Change in Flood Hazard Parameter
2100 (2013) Median Projected Change in SFHA for 2100
2100 (2013) Monte Carlo Distribution for 1% Annual Flood Discharge change
2100 (2014) Change in North American winter precipitation changes across multiple scenarios
2100 (2014) Change in per capita direct energy expenditure by state for RCP 8.5 scenario
2100 (2014) Changing heat and humid heat stroke index days by U.S. state
2100 (2014) Per capita state-level direct costs from increasing mortality under RCP 8.5 scenario
2100 (2014) Seasonal precipitation change under RCP 8.5
2100 (2017) 1.9 million homes are at risk of being underwater by 2100 based on six feet of sea level rise
2100 100 Degree days in U.S. Under 2 Emissions Scenarios
Annual probability of hurricane loss
As can be seen in forecasting likely African crop failures
Change in hurricane probability to 2060
Change in stream temperature to 2050 RCP8.5
Change in streamflow to 2050 based on RCP8.5
Projected difference in Dry days for Africa to 2050's
Projected increase in heat deaths
Where hail sizes will increase
Year of climate departure
2010-2100 (2015) Probability that today’s 30-year floods will occur in a given year regionally
2010-2100 Number of 100 degree (F) days in the U.S. based on emissions scenarios
2010-2100 Regional Warming under 3 scenarios
2018-2050 (2020) Countries with lowest GDP per capita face biggest climate risk increaseunder RCP 8.5
2018-2050 (2020) How countries group by vulnerability to climate risks
2020-2050 (2020) Increase in long tail risk of hurricane damages in Florida
2020-2090 (2010) Good example of IPCC projections of change between 2020 and 2090
2020-2100 (2014) Changes in NYC 100-year flood zones
2030 - 2050 (2020) Anticipated temperature change across Africa
Plausible worst case impacts on drought in 2050
Plausible worst case increase in # of people flooding in 2050
2011 Hansen_Climate Variability and Climate Change: The New Climate Dice
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
Can we differentiate between U.S. and global temperature extreme trends?
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) One can see a systematic warming signal in a number of regions
I:VisualizingtheClimateFingerprint
Individual Graphics
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
2011_Hansen_Climate Variability and Climate Change
Climate Change and Rising Average Global Temperature
Under-Estimating Climate Risk
Visualizing CC to Date
1900-2010 (2011) U.S. temperature anomalies not nearly as clear as other parts of the world
E - Changing Probability Distributions
E - Changing Return Periods
E - Communicating shifting extremes
E - Exceedance Curves
E - Forecasted Probabilities
Small average changes in temperature can hide dramatic changes at extremes
1oC - Socioeconomic impacts of climate change already manifesting
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
2009 Choosing the right strategy in probability space
2009 Risk of temperature directly related to concentrations, and varies widely over time
2010 In probability distributions, modes and means and uncertainty are important
2010 rainfall anomaly against future probability distributions
2012 Extreme events are growing in probability faster than projected by the models
2012 Ratio of high to low records in the U.S. 1950's to 2000's
2013 Probability of catastrophe by treatment
2013 temperatures against future probability distribution
2015 The shock scenario
2016 Annual mean surface temperature anomaly
2016 Changing likelihood of extreme events
2016 Comparison of El Nino strength and temperature trend
2016 Decadal mean surface temperature anomaly
2016 Global surface temperature, annual and running mean
2016 ocean temperature anomaly against future probability distribution
2017 It's all about probabilities
2019 A cumulative distribution function (CDF) transforms a probability distribution into an exceedance curve from 0 to 100%. A complementary CDF (CCDF) does the reverse, from 100% to 0%
2030-2050 (2020) Risk of >15% global yield failure increases 2x and 5x
2040 (2013) Median Projected Change in 1% Annual Flood Discharge
2040 (2013) Median Projected Change in SFHA
2050 (2020) Economic impact of extreme flood could be 5-10 times greater than today
2060 (2013) Median Projected Change in 1% Annual Flood Discharge
2060 (2013) Median Projected Change in SFHA
2080 (2013) Median Projected Change in 1% Annual Flood Discharge
2080 (2013) Median Projected Change in SFHA
2100 (2013) Median Projected Change in 1% Annual Flood Discharge
2100 (2013) Median Projected Change in Flood Hazard Parameter
2100 (2013) Median Projected Change in SFHA for 2100
2100 (2013) Monte Carlo Distribution for 1% Annual Flood Discharge change
Abnormal markets - stock exchange not normally distributed
Attribution of changing water scarcity to climate and population
b. By increasing variability with the existing mean
Beta distribution
Brownian motion and stock prices - normal distributions
CCDF complementary cumulative probability function
Change in exceedance probability for normally distributed data
Change in risk of occurrence due to a trend in the mean
Changing global water scarcity risk levels
Changing likelihood of Australian extreme events
Changing likelihood of flooding
Changing temperature probabilities in Colorado River Basin
Conceptual diagram of shifting probabilities
Does climate fit into normal distribution? Evidence that it does not
Effect of mitigation on global emergence in drivers of ecosystem stress
End-century project flow reductions Colorado River Basin
Expected extremes based on linear change in SD
Future warming projections constrasting model vs. paleo estimates
Gamma distribution
Geographic variation in attribution variables
Increase in probability of extremes
It's a Matter of Risk and Probabiliy
Lognormal distribution
Mapped Amplification Factors
Mapping flood levels
Mid-century projected flow reductions Colorado River Basin
Moscow July Anomalies
Normal/Gaussian distribution
Northwest Atlantic cod harvest
Power law = better fit for stock extremes
Probability distribution with varying uncertainty around the same mean
Probability distribution with varying uncertainty around the same mode
Reconstructed global mean temperatures
Redrawing this figure using a ratio scale
Regional variation in water scarcity
Responding to fire risks: unlikely but we buy fire insurance
SAT Surface Air Temperature
Sensitivity of global SAT to radiative forcing anomalies
Shifting distribution of temperature anomalies in the Northern hemisphere, winter and summer
SST Sea Surface Temperature
Stock market performance on a ratio scale
Storylines used for RCPs and SSPs
The "tails" of normal and fat-tailed distribution
The 2003 European heat wave against the normal distribution
The distribution of outcomes of rolling 10 dice at once
The distribution of outcomes of rolling two dice
The more dice, the closer you get to a "normal" distribution
The normal probability curve
Three possible outcomes in terms of probability shifts
understanding shifts in extremes due to climate change
Variations in severity of water scarcity
Weibull distribution
Why uncertainty increases risk
2020-2050 (2020) Increase in long tail risk of hurricane damages in Florida
And climate tipping points may be much more likely than we've thought
And there's a clear analogy to abrupt climate change
Precautionary principle: making decisions without probabilities sensible, but don't take to extremes
What causes extreme events in nature and in finance
E - Climate Change Fingerprint
Infographic - 2015 Temperature Anomaly
E - Changing Return Periods
E - Fingerprint - Arctic Ice
E - Fingerprint - Fire Regimes
E - Fingerprint - Flooding
E - Fingerprint - Heat Extremes
E - Impact Attribution
E - Manifestations of climate risk
E - Shifting Extremes
1oC - Arctic sea ice volume to 2019
1oC - Average global temperature change to 2020
1oC - Socioeconomic impacts of climate change already manifesting
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1975-2015 Northern Hemisphere Snow Cover is decreasing
1990-2005 Observed SLR vs. model projections
2003 The salinity of oceans is decreasing
2007 Cooling degree days in the U.S.
2007 Heating degree days in the U.S.
2008 And it's worse than we anticipated
2009 Acreage burned is increasing
2009 Area of Greenland subject to melting each year
2009 Discharge of Greenland ice streams is accelerating
2009 Picture of surface melt on Greenland
2009 Snapshot of ocean acidification
2009 Water stress - the ratio between withdrawal and availability - 2000
2009 We're losing a lot of ice mass in Greenland and Antarctica
2011 10 Warmest Years on Record
2011 In mountain glaciers
2011 Observed sea level rise over last 12 years
2011 Was a Year of Weather and Climate Extremes
2011 Why are we confident that observed warming is anthropogenic?
2011 Why are we confident that observed warming is anthropogenic? (2)
2012 - 2014 precipitation anomalies in Western U.S. (no long-term trend)
2012 10-fold increase in extreme heat events
2012 Extreme events are growing in probability faster than projected by the models
2012 In parts of East Africa there has been a substantial decrease in normal rainy seasons
2012 Model ensembles show shifts towards warmer and drier conditions from 1960's to present
2012 Return periods have changed
2012 Significant weather related losses of 2011
2012 The probabilty of warm winters in UK is 60 times more likely
2012 Western Pacific temperatures have been increasing
2013 Extreme precipitation in the U.S. is increasing
2013 Since 1895, annual average air temperatures in CA have increased about 1.5oF
2013 Statewide average temperature trends mask major differences within the state
2014 - Nightime temperature increases
2014 Coldest Nights
2014 Earth’s Surface Temperature
2014 Fires
2014 Global temperature vs. CO2
2014 Hottest Days
2014 Long-term warming and short-term variations
2014 Mountain Glaciers
2014 Ocean Heat Content
2014 Percentage of west in summer drought
2014 precipitation anomalies in Europe and South America
2014 Precipitation
2014 River Outflow
2014 Sea Level
2014 Soil Moisture
2014 Tornado Count for U.S.
2014 U.S. acres burned 1980 - 2013
2014 U.S. flooding has changed
2015 1,000 years of change
2015 Crop Moisture Stress Index (CMSI)
2015 Record high temperatures
2015 Temperature increase
2015 The Waggonwaybreen glacier 1900 - 2015
2016 All 10 indicators of climate change are "positive"
2016 Annual area burned in the U.S. 1984 - 2012
2016 Billion-dollar weather events 1980 2015
2016 Climate anomalies of 2015
2016 Global temperature anomalies vs. 20th century average
2017 Changing Cold Hardiness zones in Oregon to 2050
2017 Components of sea level rise
2017 Land and ocean temperature percentiles
2017 Oceans absorbing heat
2019 How did daily U.S. temperatures devitate from the historical average?
2019 How much have maximum and minimum temperatures already changed?
2019 Number of Extreme Heat Days in Australia
2050 (2014) Planting zone changes over time
Accelerating extreme heat on land
Alaskan Fires up
And rising trends in loss events
Annual area burned by wildfire is increasing rapidly
Annual number of large wildfires vs. average temperatures in the Western U.S.
Antarctic Ice Trends
Arctic Ice - Record Low Maximum
Arctic sea ice is disappearing faster than expected
Arctic Sea Ice • Climate Change
Arctic Sea Ice Thinning: Winter
Arctic temperature change
Areas burned up dramatically
Australian records
Average July High temperatures
BAMS 2014 State of the Climate
Billion dollar weather disasters
Billion Dollar Weather Disasters 1980-2010 economic damage caused by weather vulnerability
billion-dollar weather disasters in 2014 in the US
California
California Palmer Drought Severity Index over time
Carbon Dioxide • Climate Change
Catastrophe losses by cause in U.S. 1994 - 2013
Change in cool/warm days and nights since 1960
Changes in # of days with unusually warm daily low temp
Changes in daily low and high temperatures in N America
Changes in daily temperature range - Mexico
Changes in U.S. frost-free season length
Changing forest fires
Changing ocean acidification
Charting a large number of ECVs
CO2 and Temp since 1880
Comparing 1951-1980 and 2005 - to 2015
Correlation of disease outbreaks with El Nino
Costliest natural catastrophes since 1950
Current Impacts - Ecosystems
Current Impacts - Extreme weather events and weather losses
Current Impacts - Human health
Dana Glacier
Days Above 95 degrees by 2100
Dec 7 to Dec 20 precipitation anomalies in Western U.S.
Decadal mean temperatures
Decadal near surface global average temperature anomaly
Decline in arctic sea ice extent
Decreases in number of frost days per year
Degree of understanding of climate influence for key impacts in North America
Disaster relief costs in the U.S. are increasing
Drought and drought-related costs in the U.S. are increasing
During the 20th century we've seen a significant increase in drought severity
Early efforts looking for the climate signal
Earth's temperature doesn't correlate to sun
Economic losses from natural catastrophes
El Niño • Climate Change
Extreme Heat • Climate Change
Extreme weather bell curve
Extreme weather in 2013
Extreme weather metrics
Fall Temperature Trends
Figure SPM.2a
Figure SPM.4a
Forecasted decrease in Sierra Nevada snow pack
Frost-free season is getting longer
Future climate shift
Glacier mass balance
Glacier mass changes in California
Glacier retreat
Global average temperature
Global flood catastrophes have tripled
Global Surface Temp Record - NAS Public
Global Temperature • Climate Change
Goddard Glacier
Google search for "Pollen" are on the rise
Graphic - Mountain GlacierThinning
Graphics - NASA Global Maps Timeseries across multiple variables
Heavy Downpours Increasing
Higher temperatures will increase demand
Historic precipitation trend is upward
How we know climate change is happening
Hurricane counts - Atlantic 1851-2006
Hurricane Power North Atlantic
Hurricanes may get stronger
Hurricans acting differently in North Atlantic and Eastern North Pacific
Ice cover declining in the Great Lakes
Ice cover on Lake Mendota in Wisconsin
Ice loss from Greenland and Antarctica
Images of Change - Hundreds of photos showing all kinds of relevant change
In 2011 arctic ice extent continued to fall
In arctic ice
In Greenland
Increase in Cooling and Heating Demand Days
Increases in heavy rainfall over 90 days
Increases in intense precipitation - N America
Increases in wave heights
Increasing tree mortality in the Sierra Nevada
Indicators of climate change abound
Indicators of climate change in California
Indicators of warming from multiple datasets
Intense precipitation rises most in the NE
Interactive map of extreme weather and climate events of 2013
IPCC has looked at likelihood of different kinds of extreme events
January 2016 temperatures vs. 1951-80 average
Land Ice • Climate Change
Large US weather disasters 1980-2007
Long term climate trends continued in 2011
Loss events in the U.S. 1980 - 2014
Loss events worldwide 1980 - 2014
Loss events worldwide 2014
Major natural disasters 1972-2008
Maximum and minimum summer temperatures, by region in CA
Maximum temperatures in CA are rising much more slowly than minimum temperatures
Melting of Arctic land-based ice
Monthly arctic ice events
More frost-free days
More U.S. 1" Downpours
More U.S. 2" Downpours
More U.S. 3" Downpours
Moscow July Anomalies
Muir glacier, before. . .
Munich Re Climate Events
Natural Disasters in 2015 per Munich Re
New indicators being added to better understand climate
Numbers of weather-related loss events to 2014
Observed change in very heavy precipitation
Observed change in very heavy precipitation
Observed shifts in streamflow timing
Observed U.S. precipitation change
Ocean acidification
Ocean acidification is increasing in California
Ocean Acidification • Climate Change
Ocean heat content
Permafrost temperatures rising
Plant hardiness map
Plant hardiness zone maps seems to be changing rapidly
Potential disease impacts - Pine Beetles in the Great Lakes
Precipitation events have been getting more intense
Precipitation Extremes in the U.S. are Increasing
Ranking of hottest years
Ratio of record daily highs to lows for U.S. is changing
Record Temperatures 2015 Jan and Feb
Regional Changes in Climate Extremes
Regional temperature change
Regional variations in warming
Relationship between sea surface temp and hurricane power
Sea level rise
Sea level rise at Golden Gate
Sea Level Rise • Climate Change
Severe weather reports in the U.S. 2014
Shift in the timing of snowmelt
Shifting distribution of summer temperature anomalies GIF
Sierra Nevada precipitation is basically unchanged
Sierra Nevada snowmelt is declining
Significant climate anomalies and event May 2016
Significant climate anomalies in 2014
Spring Comes Early Across the U.S.
State of the Climate: Extreme Events
Streamflow from Snowmelt coming earlier
Summer Temp Trends
Summer Temperature Trends
Temperature change over the last 22 years
Texas drought 2011
The European heat wave of 2003
The Heat is On: U.S. Temperature Trends 1912-2011
The Heat is On: U.S. Temperature Trends 1970-2011
The loss of James Island
The Matterhorn, before . . .
The probability of heat waves in TX has increased substantially
The start to 2016
The underlying data.
There are more man-made than natural catastrophers
These 10 seconds show just how big of a problem drought has become in California
Top 10 Hardest Hit States of 2011
Tundra greenness has increased 15% by 1982
U.S. precipitation change observed and forecast by scenario
U.S. temperature change observed and forecast by scenario
U.S. temperature records are trending upward in ratio of high to low
U.S. Thunderstorm Loss Trends
U.S. trend in extreme precipitation during storms
U.S. Wildfires • Climate Change
Variation in cold season storms
Very clear trends in extreme precipitation
Warming Winters in the U.S.
We're already seeing changes
We're confident that it's human activities
We're setting more records for warm days than cold days
Weather losses are climbing, while insured proportion is decreasing
Weather related grid disruptions have been increasing
What do multi-year averages look like in the temperature record?
Which Season is Warming Fastest
Wildfires in western US vs average monthly maximum temperature 1980-99
Winter 2015-16 anomalies vs past average
Winter 2015-16 Anomaly
Climate responding faster than expected
Current impacts - Permafrost
Current Impacts - "Tropics" are expanding
Current Impacts - Power Production
Its happening faster than the IPCC anticipated
Sea level rise is accelerating
We know some impacts being observed sooner than projected
E - Temperature Impacts
Infographic - Risks at 2, 3, 4 Degrees
Infographic - Snapshot of a Warming World
I:1.5vs2.0Degrees (HowCanIVisualize?)
I:BoundingPolicyOutcomes
T - Visualizing Future Impacts
E - Impacts by Degree
2016 Global monthly temperature anomalies 2015-2016
2016/11 What will the world actually look like at 1.5°C of warming?
2018/10 Interactive: The impacts of climate change at 1.5C, 2C and beyond
2014 Global Warming Projections, 2 degrees warmer (from NG 2008)
2015 Climate Change: What Happens If The World Warms Up By 2°C?
3oC - Asian cities that will be worst affected by sea level rise
1500-2010 (2012) European summer temperatures 1500-2010
1500-2010 (2012) Frequency of extreme European summers
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1900-2100 (2008) Increase in % of warm nights for North America, with uncertainty
1900-2100 (2010) Changes in permafrost coverage to 2100
1920-2100 (2017) A massive increase in "nuisance flooding" around the U.S.
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1950-2011 (2012) Temperature anomaly distributions during the summer for the U.S.
1950-2011 (2013) It's not the change in global average temperature that really matters, it's the tails of the probability curve
1950-2015 (2016) North and Southern hemisphere temperature anomaly shifts
1950-2015 (2016) Regional shifts in temperature anomalies - Africa, Middle East, SE Asia
1950-2015 (2016) Regional shifts in temperature anomalies - U.S., Europe, China, India
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1980-2100 (2014) North Hemisphere near-surface permafrost area to 2100
1980-2100 (2014) Northern Hemisphere snow cover change to 2100
1980-2100 (2014) Number of days over 95o (F) RCP 8.5 Median and 1 in 20 chance
1980-2100 (2015) Change in after number of days over 95 degrees (F) Median and 1 in 20 chance estimates
2000-2013 (2016) Observed change in U.S. precipitation patterns
2000-2050 (2012) Expected value of hurricane damages to Miami-Dade
2011 Very good chance we're already committed to >2 degrees C
2012 Probabilistic Forecasts to 2100 based on new Representative Concentration Pathways
2012 Showing North American Detail
2012 There's huge uncertainty about really long-term outcomes
2014 Average summer temperatures across the U.S.
2014 Average winter temperatures
2014 Global temperature projections different and timelines
2014 Number of extreme cold days
2014 Projected changes in frost-free season length by scenario
2015 Global probability of exceeding 99th extremes with temperature increase
2015 Probability of extreme precipitation events under warming
2016 Alternative warming paths
2016 Emissions limits required to achieve temperature targets
2016 Potential temperature increase associated with consuming proven fossil fuels
2016 Temperature anomalies by latitude
2017/7 Alarming New Animation Shows The Months Are Indeed Getting Warmer
2017 Latitudinal risk of deadly climate
2017 Sea surface temperature anomaly 1961-1990
2020 2019 was Alaska's warmest year on record
2020 2019 Was 2nd Warmest Year on Record
2020 Arctic sea ice extent since 1979
2020 Global temperature time series
2020 US Temperature conditions 2019
2021 Amplification of temperature changes in the Arctic
2021 Australian annual average daily maximum temperature 1910-2021
2021 Committed sea level rise as a function of long-term global temperature increase
2021 Global population (2010 - 2100) experiencing a heatwave that exceeds 98th and 99th percentile of reference period (1981-2010)
2021 La Nina and Indian Ocean dipole 2021
2021 Land and ocean temperature percentiles for Jan-Dec 2020
2021 Number of people exposed to heat stress above the risks to workability and survivability thresholds
2021 Populations in Africa and Middle East experiencing heatwaves 2010 - 2100
2021 Populations in Asia and Australasia experiencing heatwaves 2010 - 2100
2021 Populations in Europe experiencing heatwaves 2010 - 2100
2021 Populations in North, Central, and South America experiencing heatwaves 2010 - 2100
2050 (2014) Planting zone changes over time
2100 (2012) Expected change in regional extreme temperatures (degrees and SDs)
2100 (2012) Expected regional temperature change (degrees and SDs)
2100 (2012) Percentage of expected to exceed 3, 4, and 5 SDs from current temperatures
2100 100 Degree days in U.S. Under 2 Emissions Scenarios
Attributing the current warming
Average warming under IPCC Scenarios - NAS Public
Changing average global temperature
Comparing mitigation, non-mitigation, and full stop scenarios to 2100
Comparing the Paris commitments
Comparing the temperature projections of different scenarios to 2100
Distribution of recent lethal heat events
Emissions and Temperature Linkage - NAS Public
Forecasted US temp changes
Heat map change in deadly days, temperature, and humidity
How extreme events rapidly get more extreme
Mapping countries' temperature change vs. speed of change
New simulations for projected temperature in the U.S.
Number of days per year above deadly heat threshold
Patterns of warming in Summer and Winter - NAS Public
Probability of global temperature thresholds based on IPCC scenario
Projected changes in future deadly climatic conditions - area and population
Projected global temperature change
Projected temperature change of hottest and coldest days
Projected U.S. temperature change
Putting current temperatures in context
Regional temperature and precipitation probabilities based on RCP3 and RCP8.5
Relative probability of extremes compared to pre-industrial
Significant climate anomalies and event May 2016
Temperature increases of 10-12 degrees C by 2300
Three former Olympic venues may lack sufficient snow, even with artificial snowmaking
US temperatures from 1991-2020 compared with 20th century average
When shortages of cold and snow are combined, 4 former Olympic venues likely to be unreliable hosts by midcentury
2010-2100 (2015) Probability that today’s 30-year floods will occur in a given year regionally
2010-2100 Regional Warming under 3 scenarios
2020-2100 (2014) Changes in NYC 100-year flood zones
A wide range of global temperature increases is possible, but more than 2oC is almost certain
E - Temperature Record
1. Where is the heat going?
2011/1 Global Surface Temperature Anomalies
200X 800,000 year temperature CO2 record - NAS Public
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
2009 Climate change modeling has gotten a lot better
2010 The Vostok Ice Cores
2013 Civilizations have evolved within a very narrow temperature band for 10,000 years
2013 Human civilization has evolved in an unusually stable climatic period
2013 We have seen sharp shifts in CO2 emissions before
2014 1700 Years of Global Temperature Change from Proxy Data
2014 Long-term warming and short-term variations
2014 Regional warming/cooling 1901 - 1950
2014 Regional warming/cooling 1901 - 1961
2014 Regional warming/cooling 1901 - 1971
2014 Regional warming/cooling 1901 - 1981
2014 Regional warming/cooling 1901 - 1991
2014 Regional warming/cooling 1901 - 2000
2014 Regional warming/cooling 1901 - 2009
2017 Temperature anomalies over land and ocean 1950 - 2017
2017 The ice core data is key because it tracks the development of humans
2017 The IPCC scenarios for temperature change
2017 The last 20,000 years
2019 Average global temperature 1850-2019
2019 Average global temperatures (by month) 1850 - 2019
2019 How did daily U.S. temperatures devitate from the historical average?
2019 How much individual countries have warmed
2019 The temperature history of individual countries in stripes
2020 Australia's maximum annual temperature anomaly
2020 Australian average temperature trends 1910 - 2019
2020 Global temperature deviations by year and decade
2020 Land vs. Ocean temperatures 1850 - 2019
2020 U.S. annual temperature compared to 20th century average
2021 Amplification of temperature changes in the Arctic
2021 Australian annual average daily maximum temperature 1910-2021
2021 Changes in global surface temperature relative to 1850 - 1900
2021 Five-year average temperature anomalies relative to 1981 - 2010 average
2021 Global mean temperature anomalies 1854 - 2021
2023 Surface air temperature anomaly for January 2023
Change in normal temperatures between 1981-2010 and 1991-2020
Global Surface Temp Record - NAS Public
Short Term Impacts of Natural Climate Variations - NAS Public
US temperatures from 1991-2020 compared with 20th century average
1.5 Temperature Change at Different Scales
2012/3 Extraordinary temperature anomaly in US in March 2012
We know a lot about temperature records
E - Timeline Impacts
Coastal flooding will increase in NYC
I:1.5vs2.0Degrees (HowCanIVisualize?)
Climate Central - Threatened U.S. Cities by Decade
2015 A climate change Christmas: the hottest deals of 2056 – video
2015 Earth Under Water in 2040 HD Documentary 2015
1500-2010 (2012) European summer temperatures 1500-2010
1500-2010 (2012) Frequency of extreme European summers
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1900-2100 (2008) Change in daily heavy precipitation events, with uncertainty
1900-2100 (2008) Increase in % of warm nights for North America, with uncertainty
1900-2100 (2010) Changes in permafrost coverage to 2100
1900-2100 (2012) Estimated ocean acidification under alternative emissions scenarios
1920-2100 (2017) A massive increase in "nuisance flooding" around the U.S.
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1950-2011 (2012) Temperature anomaly distributions during the summer for the U.S.
1950-2011 (2013) It's not the change in global average temperature that really matters, it's the tails of the probability curve
1950-2015 (2016) North and Southern hemisphere temperature anomaly shifts
1950-2015 (2016) Regional shifts in temperature anomalies - Africa, Middle East, SE Asia
1950-2015 (2016) Regional shifts in temperature anomalies - U.S., Europe, China, India
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
1980-2040 (2009) Decreasing habitat for coldwater fish
1980-2100 (2014) North Hemisphere near-surface permafrost area to 2100
1980-2100 (2014) Northern Hemisphere snow cover change to 2100
1980-2100 (2014) Number of days over 95o (F) RCP 8.5 Median and 1 in 20 chance
1980-2100 (2015) Change in after number of days over 95 degrees (F) Median and 1 in 20 chance estimates
2000-2013 (2016) Observed change in U.S. precipitation patterns
2000-2050 (2012) Annual probability of loss due to hurricanes for Miami-Dade Region
2000-2050 (2012) Expected value of hurricane damages to Miami-Dade
2000-2050 (2012) Expected value of hurricane damanges to Miami-Dade
2000-2050 (2012) Frequency of Cat 4-5 hurricanes expected to increase 80% by 2050, while Cat 1-3 decline 38%
2000-2050 (2012) Return frequency declining for major hurricanes
2000-2060 (2016) Change in coastal population exposure by country
2010 Annualized U.S. loss trend - water impacts
2010 High value sector water availability - municipalities, industry, energy
2010 Hydroelectric water availability
2010 Mining water availability
2010 Normalized state by state water availability in 2050
2010 Second order uncertainty is the uncertainty in the uncertainty
2011 Anticipated changes in stream-flow in 2050
2011 Very good chance we're already committed to >2 degrees C
2015 Timescales of climate processes and inclusion of feedbacks in climate models
2017 Changing Cold Hardiness zones in Oregon to 2050
2017 Forecasting OR's winter temperature change
2030 (2017) Climate change could raise extreme poverty significantly
2030 (2020) Vulnerability of global infrastructure assets
2030-2050 - Change in surface water supply
2030-2050 (2020) # of countries with GDP at risk from reduced effective working hours
2030-2050 (2020) Average land and sea surface temperature anomaly under RCP 4.5 and 8.5
2030-2050 (2020) GDP at risk from impact on effective working hours
2030-2050 (2020) Increase in 50-year precipitation events
2030-2050 (2020) Lethal heat wave probabilities in India
2030-2050 (2020) Lethal heat wave probability
2030-2050 (2020) Probability of drought across Africa
2030-2050 (2020) Probability of drought in Meditteranean
2030-2050 (2020) Probability of lost working hours in India
2030-2050 (2020) Regional increase in average annual temperature
2030-2050 (2020) Regional temperature changes against global RCP 8.5 scenario
2030-2050 (2020) Risk of >15% global yield failure increases 2x and 5x
2030-2050 Change in global drought likelihood
2040 (2013) Median Projected Change in 1% Annual Flood Discharge
2040 (2013) Median Projected Change in SFHA
2050 (2014) Planting zone changes over time
2050-2100 (2012) Projected increase 20-year return values of annual maximum daily temperatures
2050-2100 (2012) Projected return period for today’s 1 in 20 years annual maximum temperatures
2050-2100 (2012) Significant trends in the number of dry days, and soil moisture
2050-2100 (2015) Likelihood of a more than 10% increase in number of water-stressed people by region
2050-2100 (2015) Probability of a 50% increase in annual area cropland affected by drought
2060 (2013) Median Projected Change in 1% Annual Flood Discharge
2060 (2013) Median Projected Change in SFHA
2080 (2013) Median Projected Change in 1% Annual Flood Discharge
2080 (2013) Median Projected Change in SFHA
2080-2100 (2012) The frequency of what today are 1 in 20 year events
2100 (2008) Global changes in annual runoff
2100 (2012) Expected change in regional extreme temperatures (degrees and SDs)
2100 (2012) Expected regional temperature change (degrees and SDs)
2100 (2012) Percentage of expected to exceed 3, 4, and 5 SDs from current temperatures
2100 (2013) Climate vs. Population impact for 1% Annual Flood Discharge change
2100 (2013) Median Projected Change in 1% Annual Flood Discharge
2100 (2013) Median Projected Change in Flood Hazard Parameter
2100 (2013) Median Projected Change in SFHA for 2100
2100 (2013) Monte Carlo Distribution for 1% Annual Flood Discharge change
2100 (2014) Change in North American winter precipitation changes across multiple scenarios
2100 (2014) Change in per capita direct energy expenditure by state for RCP 8.5 scenario
2100 (2014) Changing heat and humid heat stroke index days by U.S. state
2100 (2014) Per capita state-level direct costs from increasing mortality under RCP 8.5 scenario
2100 (2014) Seasonal precipitation change under RCP 8.5
2100 (2017) 1.9 million homes are at risk of being underwater by 2100 based on six feet of sea level rise
2100 100 Degree days in U.S. Under 2 Emissions Scenarios
Annual probability of hurricane loss
As can be seen in forecasting likely African crop failures
Change in hurricane probability to 2060
Change in stream temperature to 2050 RCP8.5
Change in streamflow to 2050 based on RCP8.5
Projected difference in Dry days for Africa to 2050's
Projected increase in heat deaths
Where hail sizes will increase
Year of climate departure
2010-2100 (2015) Probability that today’s 30-year floods will occur in a given year regionally
2010-2100 Number of 100 degree (F) days in the U.S. based on emissions scenarios
2010-2100 Regional Warming under 3 scenarios
2018-2050 (2020) Countries with lowest GDP per capita face biggest climate risk increaseunder RCP 8.5
2018-2050 (2020) How countries group by vulnerability to climate risks
2020-2050 (2020) Increase in long tail risk of hurricane damages in Florida
2020-2090 (2010) Good example of IPCC projections of change between 2020 and 2090
2020-2100 (2014) Changes in NYC 100-year flood zones
2030 - 2050 (2020) Anticipated temperature change across Africa
Plausible worst case impacts on drought in 2050
Plausible worst case increase in # of people flooding in 2050
2011 Hansen_Climate Variability and Climate Change: The New Climate Dice
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) Fraction of surface area that's cold or hot shifting significantly
1950-2010 (2011) One can see a systematic warming signal in a number of regions
1950-2010 (2011) The extreme heat tail of anomalies has shifted by 1 SD over 3 decades
1950-2010 (2011) We can track how annual anomalies diverge in terms of SDs from the baseline
1950-2011 (2011) The fraction of land area with very high extremes is increasing
1955-2007 (2011) We can track how surface temperatures are changing over time
1955-2011 (2011) The proportion of surface area displaying >3 SDs is growing significantly
Can we differentiate between U.S. and global temperature extreme trends?
1900-2010 (2011) Anomalies are clearly trending towards hot and very hot temperatures
1950-2010 (2011) One can see a systematic warming signal in a number of regions
I:VisualizingtheClimateFingerprint