Relevant Code
The following are Python files and Jupyter Notebooks that are relevant to the Environmental Drivers of Spring Bloom Timing analysis. $
- Making Pickle Files for Environmental Drivers of Spring Bloom Timing Analysis
- Time Series of Phytoplankton Bloom Timing and Environmental Drivers from 2007-2020 at Station S3 (201905 model run)
- To recreate this notebook at a different location
- Strait of Georgia Region
- Bloom Date Time Series
- Monthly average wind speed cubed (January-March)
- Monthly average solar radiation (January-March)
- Monthly average surface temperature (January-March)
- Monthly average surface salinity (January-March)
- Monthly average Fraser river flow (January-March)
- Monthly average surface zooplankton concentration (January-March)
- Monthly average surface mesozooplankton concentration (January-March)
- Monthly average surface microzooplankton concentration (January-March)
- Monthly average depth-integrated zooplankton concentration (January-March)
- Monthly average depth-integrated mesozooplankton concentration (January-March)
- Monthly average depth-integrated microzooplankton concentration (January-March)
- Monthly average Mid-Depth (30-90m) Nitrate (January-March)
- Monthly average Nitrate concentration in deep SoG (below 250 m) (January-March)
- Monthly Average Halocline Depth (January-March)
- Monthly average turbocline depth (January-March)
- Monthly average density difference from surface to 10m (January-March)
- Monthly average eddy diffusivity in top 15m (January-March)
- Monthly average eddy diffusivity in top 30m (January-March)
- Station S3 analysis
- To recreate this notebook at a different location
- Strait of Georgia Region
- Correlation matrix for January Values
- Correlation matrix for February Values
- Correlation matrix for March Values
- Correlation plots of wind residuals
- Correlation plots of solar radiation residuals
- Correlation plots of temperature residuals
- Correlation plots of deep NO3 residuals
- Correlation plots of salinity residuals
- Correlation plots of Fraser flow residuals
- Multiple linear regression
- Conclusions
- Time Series of Phytoplankton Bloom Timing and Environmental Drivers from 2007-2020 at Station QU39 (201905 model run)
- To recreate this notebook at a different location
- Strait of Georgia Region
- Bloom Date Time Series
- Monthly average wind speed cubed (January-March)
- Monthly average solar radiation (January-March)
- Monthly average surface temperature (January-March)
- Monthly average surface salinity (January-March)
- Monthly average Fraser river flow (January-March)
- Monthly average surface zooplankton concentration (January-March)
- Monthly average surface mesozooplankton concentration (January-March)
- Monthly average surface microzooplankton concentration (January-March)
- Monthly average depth-integrated zooplankton concentration (January-March)
- Monthly average depth-integrated mesozooplankton concentration (January-March)
- Monthly average depth-integrated microzooplankton concentration (January-March)
- Monthly average Mid-Depth (30-90m) Nitrate (January-March)
- Monthly average Nitrate concentration in deep SoG (below 250 m) (January-March)
- Monthly Average Halocline Depth (January-March)
- Monthly average turbocline depth (January-March)
- Monthly average density difference from surface to 10m (January-March)
- Monthly average eddy diffusivity in top 15m (January-March)
- Monthly average eddy diffusivity in top 30m (January-March)
- QU39 Bloom Timing Check and Time Series
- Station QU39 analysis
- To recreate this notebook at a different location
- Strait of Georgia Region
- Correlation matrix for January Values
- Correlation matrix for February Values
- Correlation matrix for March Values
- Correlation plots of solar radiation residuals
- Correlation plots of temperature residuals
- Correlation plots of salinity residuals
- Correlation plots of halocline residuals
- Multiple linear regression