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Using data visualization for effective science (communication) - April 2022

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Using data visualization for effective science (communication) - April 2022

  1. 1. USING DATA VISUALIZATION FOR EFFECTIVE SCIENCE (COMMUNICATION) ZACHARY LABE | 29 APRIL 2022| ATS 655 | COLORADO STATE UNIVERSITY
  2. 2. Polar Amplification: acceleration of warming in high latitudes relative to the rest of the globe
  3. 3. NOW Start of satellite-era
  4. 4. Polar Amplification: acceleration of warming in high latitudes relative to the rest of the globe
  5. 5. DATA VISUALIZATION IS STORY-TELLING. Arctic temperature anomalies from 1950 to 2021
  6. 6. DON’T BE SUCH A SCIENTIST WE ARE DATA SCIENTISTS ART BY JILL PELTO
  7. 7. Landscape of Change uses data about sea level rise, glacier volume decline, increasing global temperatures, and the increasing use of fossil fuels. These data lines compose a landscape shaped by the changing climate, a world in which we are now living. Jill Pelto|http://www.jillpelto.com/landscape-of-change “ ”
  8. 8. DATA VISUALIZATION IS STORY-TELLING.
  9. 9. 1. https://betterfigures.org/ 2. https://www.climate-lab-book.ac.uk/ 3. http://colorbrewer2.org/ RESOURCES
  10. 10. WHAT ARE YOUR WORST FIGURES?
  11. 11. LABE ET AL. 2017, CLIMATE DYNAMICS
  12. 12. My first map subplot?
  13. 13. Arctic sea ice thickness variability and the atmospheric circulation Zachary M. Labe Gudrun Magnusdottir 2 June 2016
  14. 14. BEGINNING WITH OUR DATA.
  15. 15. LINE GRAPHS Temperature Anomaly (°C)
  16. 16. :)
  17. 17. MAP PLOTS
  18. 18. YIKES!
  19. 19. YIKES – FONT IS BLEH!
  20. 20. YIKES – COLOR!
  21. 21. MAP PROJECTION!
  22. 22. :)
  23. 23. HAVE FUN!
  24. 24. SURPRISINGLY EFFECTIVE.
  25. 25. Senator Sheldon Whitehouse (D-CT) - Time to Wake Up: Climate Progress Speech (3/21/2018)
  26. 26. DANISH METEOROLOGICAL INSTITUTE
  27. 27. SCIENCE OF DESIGN.
  28. 28. #endrainbow Check out: https://betterfigures.org/2018/06/04/playing-hunt-the-discontinuity/
  29. 29. STOELZLE AND STEIN, 2021, HESS
  30. 30. EGU 2018 Conference https://betterfigures.org/
  31. 31. WESTAWAY, 2022, GC
  32. 32. WESTAWAY, 2022, GC
  33. 33. SCHNEIDER AND NOCKE, 2017
  34. 34. SCHNEIDER AND NOCKE, 2017
  35. 35. SCHNEIDER AND NOCKE, 2017
  36. 36. SCHNEIDER AND NOCKE, 2017
  37. 37. SCHNEIDER AND NOCKE, 2017
  38. 38. Adapted from Ed Hawkins at betterfigures.org
  39. 39. Crameri, F. (2018). Scientific colour maps. Zenodo. http://doi.org/10.5281/zenodo.1243862 Crameri, F. (2018), Geodynamic diagnostics, scientific visualisation and StagLab 3.0, Geosci. Model Dev., 11, 2541- 2562, doi:1 0.5194/gmd-11-2541-2018 Crameri, F., G.E. Shephard, and P.J. Heron (2020), The misuse of colour in science communication, Nature Communications, 11, 5444. doi:10.1038/s41467-020-19160-7 Palettable: Color palettes for Python
  40. 40. Crameri, F. (2018). Scientific colour maps. Zenodo. http://doi.org/10.5281/zenodo.1243862 Crameri, F. (2018), Geodynamic diagnostics, scientific visualisation and StagLab 3.0, Geosci. Model Dev., 11, 2541- 2562, doi:1 0.5194/gmd-11-2541-2018 Crameri, F., G.E. Shephard, and P.J. Heron (2020), The misuse of colour in science communication, Nature Communications, 11, 5444. doi:10.1038/s41467-020-19160-7
  41. 41. BY FABIO CRAMERI
  42. 42. BY FABIO CRAMERI
  43. 43. OTHER OPTIONS THYNG ET AL. 2016; OCEANOGRAPHY
  44. 44. CMOCEAN
  45. 45. CMASHER “Scientific colormaps for making accessible, informative and cmashing plots”
  46. 46. Adjusting axes (spines)
  47. 47. Changing font styles
  48. 48. https://github.com/zmlabe
  49. 49. 1. Seaborn. 2. Plotly. 3. ggplot. 4. Matplotlib v3. ALTERNATIVES
  50. 50. LABE ET AL. 2019, GRL Bring drama to your data story
  51. 51. LABE ET AL. 2019, GRL
  52. 52. LABE ET AL. 2019, GRL STRONGER POLAR VORTEX Zonal wind at 10 hPa Geopotential at 30 hPa
  53. 53. WEAKER POLAR VORTEX Zonal wind at 10 hPa Geopotential at 30 hPa LABE ET AL. 2019, GRL
  54. 54. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  55. 55. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  56. 56. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  57. 57. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  58. 58. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  59. 59. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  60. 60. 2-m TEMPERATURE Future minus Pre-Industrial PEINGS ET AL. 2021, JCLI
  61. 61. ACCESSIBILITY
  62. 62. ACCESSIBILITY
  63. 63. ACCESSIBILITY
  64. 64. ACCESSIBILITY No jargon Tell a story Alternative text Color contrast ratio Label data directly Avoid flashing GIFs Include figure titles Avoid data overlays Provide data references
  65. 65. VISUALIZING GLOBAL TEMPERATURE CHANGE
  66. 66. 2016 RIO OLYMPICS OPENING CEREMONY
  67. 67. PLOT BY ED HAWKINS
  68. 68. PLOT BY ED HAWKINS DON’T BE SUCH A SCIENTIST WE ARE DATA SCIENTISTS
  69. 69. https://showyourstripes.info/
  70. 70. CHECK: Simple. Bold. Stories. @ZLabe Questions! ZACHARY LABE | 29 APRIL 2022| ATS 655 | COLORADO STATE UNIVERSITY

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