Before this course: Earth, Weather & Climate Science (course 15.6). You should know weather vs climate, the water cycle, the weather tools (thermometer, rain gauge, barometer), the 7-day journal, and that climate is a long-term average, usually over at least 30 years. Now we learn to work with the numbers.
Where weather and climate data come from
Every day, thousands of thermometers, rain buckets and satellites around the world write down numbers. If you stack up all the numbers and look at them carefully, you can see patterns that you cannot see on one day. A data scientist is a detective who reads those stacks of numbers.
- Worked example: Canada. Most countries have a national weather and climate service that publishes similar free data. This course uses Canada's service as the worked example; look for your own country's official service and follow the same steps.
- In Canada, Environment and Climate Change Canada (ECCC) provides a public Historical Climate Data website at climate.weather.gc.ca, where you search by station and date, and a separate page for Canadian Climate Normals.
- In Canada, ECCC's current normals cover 1991 to 2020. They are updated at the end of each decade and are based on "Canadian climate composite stations with at least 15 years of data between 1991 to 2020" (ECCC).
- ECCC also publishes the Adjusted and Homogenized Canadian Climate Data (AHCCD), corrected records for climate research on surface air temperature, precipitation, surface pressure and surface wind speed (ECCC).
- NASA's GISTEMP gives estimates of global surface temperature change, shared as plain-text tables and gridded files (NASA GISS).
- The World Meteorological Organization (WMO) combined six international datasets in its 2024 analysis (ECMWF, the Japan Meteorological Agency, NASA, NOAA, the UK Met Office with the University of East Anglia, and Berkeley Earth).
- Different datasets use different methods but tell the same big story; that is why scientists compare several.
| Source | Good for | Level |
|---|---|---|
| ECCC Historical Climate Data | one station, daily and monthly numbers | local |
| ECCC Climate Normals | what is "normal" for a place, 1991-2020 | local |
| AHCCD | long, corrected records for research | national |
| NASA GISTEMP, WMO | global temperature change | world |
- With an adult, open your browser and search "ECCC historical climate data" (or your own country's national weather service) and open the official data page (climate.weather.gc.ca in Canada).
- Choose a station near your home (names of the search boxes can change over time).
- Pick one recent month and open the daily table.
- Write the station name, the province or region and the month at the top of a notebook page.
- Open the climate normals page (in Canada, the Canadian Climate Normals page) and look for the same station. Note the period (1991-2020 in Canada).
- Write one sentence: "My town's data comes from ___ station, and normals cover ___."
- Check: you can name your data source and the normals period.
Videos by other creators on YouTube, for reference. They are not made by or affiliated with The Future Market.
Read the video script
[Host, holding a thermometer] "One thermometer tells you today. Thousands tell you the planet."
[Screen: map with station dots] "Weather stations, ships, balloons and satellites collect data every day."
[Text on screen: ECCC: 1991 to 2020 normals] "In Canada, ECCC shares station data and 1991 to 2020 climate normals for free."
[Text on screen: six datasets in the WMO 2024 analysis] "Worldwide, the WMO combined six datasets in its 2024 analysis."
[Host] "Your task: find your nearest station."
Find your nearest ECCC station. In a notebook, record: station name, the month you picked, the highest and lowest temperature that month and the total precipitation. Compare it with your own thermometer or rain gauge readings if you have any.
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I'm learning "Weather & Climate Data: analysis" on The Future Market. Lesson 1: "Where weather and climate data come from". What the lesson teaches: - Worked example: Canada. Most countries have a national weather and climate service that publishes similar free data. This course uses Canada's service as the worked example; look for your own country's official service and follow the same steps. - In Canada, Environment and Climate Change Canada (ECCC) provides a public Historical Climate Data website at climate.weather.gc.ca, where you search by station and date, and a separate page for Canadian Climate Normals. - In Canada, ECCC's current normals cover 1991 to 2020. They are updated at the end of each decade and are based on "Canadian climate composite stations with at least 15 years of data between 1991 to 2020" (ECCC). - ECCC also publishes the Adjusted and Homogenized Canadian Climate Data (AHCCD), corrected records for climate research on surface air temperature, precipitation, surface pressure and surface wind speed (ECCC). - NASA's GISTEMP gives estimates of global surface temperature change, shared as plain-text tables and gridded files (NASA GISS). - The World Meteorological Organization (WMO) combined six international datasets in its 2024 analysis (ECMWF, the Japan Meteorological Agency, NASA, NOAA, the UK Met Office with the University of East Anglia, and Berkeley Earth). - Different datasets use different methods but tell the same big story; that is why scientists compare several. The exercise I'm working on: Find your nearest ECCC station. In a notebook, record: station name, the month you picked, the highest and lowest temperature that month and the total precipitation. Compare it with your own thermometer or rain gauge readings if you have any. I'm stuck. Please: 1. Explain the main idea in plain, simple words with one everyday example. 2. Walk me through the exercise one small step at a time. Ask me what I've done so far before giving the next step. 3. Don't just give me the final answer. Help me do it myself, and check my work when I share it.
I'm a parent helping my child (about 8 years old) with a lesson called "Where weather and climate data come from" from the course "Weather & Climate Data: analysis". Here's what the lesson says: Every day, thousands of thermometers, rain buckets and satellites around the world write down numbers. If you stack up all the numbers and look at them carefully, you can see patterns that you cannot see on one day. A data scientist is a detective who reads those stacks of numbers. The activity: Find your nearest ECCC station. In a notebook, record: station name, the month you picked, the highest and lowest temperature that month and the total precipitation. Compare it with your own thermometer or rain gauge readings if you have any. Please explain this so an 8-year-old understands: short sentences, a fun everyday example, and no hard words. Then give me 3 simple questions I can ask my child to check they understood, and a way to do the activity together, one tiny step at a time.
Sources
- ECCC, Canadian Climate Normals: climate.weather.gc.ca/climate_normals/index_e.html
- ECCC, Adjusted and Homogenized Canadian Climate Data: www.canada.ca/en/environment-climate-change/services/climate-change/sc
- NASA GISS, GISS Surface Temperature Analysis (GISTEMP): data.giss.nasa.gov/gistemp/
- WMO, 2024 is the warmest year on record: wmo.int/news/media-centre/wmo-confirms-2024-warmest-year-record-about-
Reading a weather table
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Averages and spread, and what one odd day does
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Climate normals and anomalies
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Trends, graphs and honest conclusions
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Data quality, adjustments and the urban heat island
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Wind chill and degree-days, turning data into useful numbers
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Final project
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Quiz
What period do the current standard climate normals cover?
1991 to 2020.
How is the daily mean temperature usually calculated in station data?
The average of the day's maximum and minimum.
About how much water is in 10 cm of new snow at an ordinary station?
About 1 cm (10 mm), since snowfall is divided by ten.
What does a "trace" of precipitation mean?
An amount too small to measure (less than 0.2 mm).
Why is the median useful with an outlier?
One extreme value changes the mean a lot but the median very little.
What is an anomaly?
Observed value minus the normal for that place and time.
Why must you name the baseline?
Different groups use different baselines (for example 1951-1980 or 1850-1900), which changes the size of the anomaly.
By how much was 2024 above the 1850-1900 average, according to the WMO?
About 1.55 °C, with an uncertainty of ±0.13 °C.
Why can a 4-year slope be misleading?
Short windows are noisy and can point the opposite way from the long-term trend (cherry-picking).
Why do scientists adjust station records?
To correct changes in instruments and observing procedures (AHCCD).
What does the urban heat island mean?
Cities with many buildings and roads and little greenery are warmer than nearby natural areas.
What does a lower, more negative wind chill mean?
More risk of frostbite on exposed skin, and it can happen faster.
Final exam
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Certificate
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