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tree-mortality

Code for estimating tree mortality using Lidar and NAIP imagery. This is the code developed for my Master of Science thesis, Automated Tree Mortality Detection Using Ubiquitously Available Public Data. The code here is rather rough. A production ready version is in progress in the repository kulpojke/dual-sensor-tree-mortality.

Trinity County Mortality Predictions Workflow

  • Fire history and climate data are compiled in src/trinity_fire_history_and_climate.ipynb.
  • Geomorphons of various scales are created in src/trinity_geomorphon.ipynb.
  • Model selection occurs in src/mortality_classification.ipynb.
  • Tests for differences in model performance across different regions of the study are are performed in html_notebooks/test_geographic_outlier.html.
  • Code for Chapter 3 of the thesis are found in html_notebooks/helena_geomorphon.html, html_notebooks/helena_mortality_part1.html, and html_notebooks/helena_mortality_part2_5.html.