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Data analysis for the Alaska Berry Futures' Berries in Alaska's Changing Environment booklets

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Alaska Berry Futures strives to provide current knowledge about northern berry species, expose gaps in our knowledge and inform Alaskans about how we can plan for changing berry resources.

Berries in Alaska's Changing Climate Series, as of September 2024:

  • Cloudberry (Rubus chamaemorus)
  • Blueberry (Vaccinium uliginosum)
  • Lowbush cranberry / lingonberry (V. vitis-idaea)
  • Crowberry (Empetrum nigrum)
  • Salmonberry (Rubus spectabilis)

Other Alaska Berry Futures resources include:

  • Zotero library
  • This repository

This repository

This repo contains data analysis files related to some of the figures and statements of the above booklets. Most of the analysis was done with python and pandas in jupyter notebooks (.ipynb files) or within excel files. There are three sections:

  • The "All statements..." section describes which file(s) relate to a specific comment.
  • The "File Descriptions..." section is rather self explanatory
  • Errata to be fixed in future updates

All statements referencing "Data underlying graphs and climate statements in the Berries in Alaska’s Changing Climate series"

Cloudberry

...and in some parts of Alaska (Yukon-Kuskokwim Delta, Interior) much of the winter precipitation will switch from snow to rain. - page 6

Concerns about cloudberry plants are mentioned in at least 12 climate adaptation plans from communities across Alaska and are reported by additional communities in Alaska and Canada. - page 12

  • Katie Spellman (klspellman at alaska.edu) reviewed climate adaptation plans from across the state for mentions of berries and berry-related concerns. She and Christa Mulder also ran community listening sessions. For more information, please contact her directly.

In Scandinavia and Quebec, the addition of honeybees has been shown to increase pollination and fruit set. - page 13

  • This is a mistake and should reference: 40; Naess, S. K. & Chagnon, M. Honeybees are useful as pollinators of the dioecious cloudberry, a high-value northern berry. Acta Agriculturae Scandinavica, Section B - Soil & Plant Science 61, 1–7 (2011).

Blueberry

Precipitation during the growing season is expected to increase across most regions of the state... - page 5

  • See section "Precipitation, pollinator success", below

Increased rain during the pollination period (May or June) may reduce pollination. - page 8

  • See section "Precipitation, pollinator success", below

Concerns about bog blueberry plants are mentioned in at least 16 climate adaptation plans from communities across Alaska. - page 13

  • Katie Spellman (klspellman at alaska.edu) reviewed climate adaptation plans from across the state for mentions of berries and berry-related concerns. She and Christa Mulder also ran community listening sessions. For more information, please contact her directly.

Lowbush cranberry

At least eleven Alaskan communities mention lowbush cranberry in their climate adaptation plans. Many are particularly concerned with changes in the variability of timing and abundance of harvests. - page 4

  • Katie Spellman (klspellman at alaska.edu) reviewed climate adaptation plans from across the state for mentions of berries and berry-related concerns. She and Christa Mulder also ran community listening sessions. For more information, please contact her directly.

Figure 6 - page 10
While most of Alaska is unlikely to get that hot in June, even with climate warming, the Interior may start to see negative effects from high temperatures if no efforts to reduce greenhouse gas emissions are undertaken and temperatures rise as predicted (Figure 6). - page 11

  • See section "Projected June temperatures", below

Increased rain during the flowering period (June) may reduce pollination because the insects don’t fly in bad weather. In Interior Alaska precipitation in June is expected to increase by ~50% but in other places it is either not increasing or not by very much. - page 13

  • See section "Precipitation, pollinator success", below

However, this is not a big danger: even historical records from Utqiaġvik, Alaska rarely show temperatures this cold in June or July. - page 14

Crowberry

At least ten Alaskan communities mention crowberry in their climate adaptation plans. Many are concerned with changes in the timing of fruit ripening, which affects the harvest schedule, or express concerns about reduced abundance due to factors such as berry patches drying out.

  • Katie Spellman (klspellman at alaska.edu) reviewed climate adaptation plans from across the state for mentions of berries and berry-related concerns. She and Christa Mulder also ran community listening sessions. For more information, please contact her directly.

Fruits are generally ripe by the middle of July in interior Alaska and, based on herbarium specimens, in much of Alaska, though likely later at high elevations.

File descriptions

Berry harvest by community

2023.02.08_Alaska vegetation harvest 2013-18.ipynb

Found in:

  • Cloudberry, map on page 12
  • Blueberry, figure 10
  • Lowbush cranberry, figure 2

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Uses vegetation harvest spreadsheets from the Alaska Department of Fish and Game Commuity Subsistence Information System. For more detail, see the notebook.

__

Freeze thaw, winter icing

2024.02.23_ABF_FreezeThawDays.ipynb

Found in:

  • Lingonberry, page 11

    "Spring icing: In a study in Sweden, when winter warming melted snow but then froze again to cover the plants in ice for weeks or months two winters in a row there was a significant decrease in the number of flowers. This is unlikely to be an issue in Southeast Alaska or the Aleutians, but it may be become a problem in some other parts of the state."

Using Alaska Climate Research Center historical temperature data to investigate freeze thaw days and snow depth in selected locations across Alaska. For more detail, see the notebook.

__

Precipitation, pollinator success

2023.02.16_AK precipitation.ipynb

Found in:

  • Blueberry, page 5

    "Precipitation during the growing season is expected to increase across most regions of the state"

  • Lowbush cranberry, page 13

    "Increased rain during the flowering period (June) may reduce pollination because the insects don’t fly in bad weather. In Interior Alaska precipitation in June is expected to increase by ~50% but in other places it is either not increasing or not by very much."

Using SNAP precipitation models to look at predicted changes.
http://data.snap.uaf.edu/data/Base/Other/Community_charts_tool_database/
https://catalog.snap.uaf.edu/geonetwork/srv/eng/catalog.search#/metadata/b3b9581e-cccc-440f-bb2f-0fd6754d8d41

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__

Projected June temperatures

2023.02.16_AK temperature.ipynb -- TO DO: clean notebook, add comments, add post-processing

Found in

  • Lowbush cranberry, page 10 and 11

    While most of Alaska is unlikely to get that hot in June, even with climate warming, the Interior may start to see negative effects from high temperatures if no efforts to reduce greenhouse gas emissions are undertaken and temperatures rise as predicted (Figure 6).

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Wind speed, pollinator success

2023.02.16_AK windspeed.ipynb

Found in:
This was a preliminary investigation using SNAP Historical and Projected Hourly Wind Data for Alaskan Communities, 1980-2099. Results from this analysis were not directly referenced in the booklets. Instead, all references to changes in Alaskan wind conditions reference:

Redilla K, ST Pearl, PA Bieniek, JE Walsh. 2019. Wind climatology for Alaska: historical and future. Atmospheric and Climate Sciences 9: 683-702. 10.4236/acs.2019.94042.

For more information:

Errata

A running record of typos or other errors to fix during the next round of updates

Cloudberry

  • Page 13: the statement "In Scandinavia and Quebec, the addition of honeybees has been shown to increase pollination and fruit set." should reference 40- Naess, et al. 2011

Blueberry

Lowbush cranberry

  • page 2: add LV Parkinson as a contributor to the graphics and photos
  • page 14: the statement "even historical records from Utqiaġvik, Alaska rarely show temperatures this cold in June or July." should reference the Alaska Climate Research Center

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Data analysis for the Alaska Berry Futures' Berries in Alaska's Changing Environment booklets

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