How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

This dataset contains experimental results from my PhD research on plant root-soil–mucilage interactions and their effect on penetration resistance. It includes raw rheometer measurements, processed penetration resistance curves, and energy calculations for different soils, water contents, mucilage types, and needle geometries. Analysis files provide final plots, energy summaries, and statistical evaluations (t-tests/ANOVA). R code used for significance testing and Python code for cavity expansion modelling (Chapter 3 only) are included. The dataset is organized by chapter to enable full reproducibility of all figures, calculations, and interpretations presented in the thesis.

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71 to 80 of 388 Results

Final_Graphs_Penetration_Resistance.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 1.2 MB - SHA-256: 9eed87856e4f930f62e3552e51104b53ef92649e2f86b601e907158cccba1c28
Flax0.1%_12%WC_Fulldepth.R Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? R Syntax - 546 B - SHA-256: a35adbfeadc35410b80d937e1ac88d73a3aaf1abe834f0768dcb705ea9a5618d
Flax0.1%_9%WC_Fulldepth.R Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? R Syntax - 545 B - SHA-256: 585c534927e8f927e2c08d43218fb147e5d767e40f3d73e33b6ef233f6d584e5
Flax0.5%_12%WC_Fulldepth.R Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? R Syntax - 545 B - SHA-256: 77bcf2814ae1d5f327ada34de33dc01c1c809245900c09c1ce6f4e14ec139139
Flax0.5%_9%WC_Fulldepth.R Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? R Syntax - 546 B - SHA-256: d3764ed49922d85de8d170fffea4a4520b7f297682811898f6419c59bca6191d
Flax_Kalden_12%WC_Injection.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 233.3 KB - SHA-256: 3977055fc2ad0fc35e175d67be40f5f34a5d994dba843b85d357cf38cce7fe09
Flax_Kalden_12%WC_mix.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 236.5 KB - SHA-256: 05e88daa84b02c1f4a32726dfe2b191d18cb44c6dae2aa7aabc0285505936bba
Flax_Kalden_12%WC.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 241.3 KB - SHA-256: 6bc180edb302413d77b773358bd776f03410c873664e206077d1b951ee92e56b
Flax_Kalden_15%WC.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 234.0 KB - SHA-256: 1e307c0da56e36c88c62b686b9374d733060f47e25520538751f110585167da9
Flax_Kalden_18%WC.xlsx Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth? MS Excel Spreadsheet - 216.4 KB - SHA-256: c45d715296261d34cfbea4c9d5b0dcf9a61a1fdf86583cbe758a2a727a2991ae

Final_Graphs_Penetration_Resistance.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 1.2 MB - SHA-256: 9eed87856e4f930f62e3552e51104b53ef92649e2f86b601e907158cccba1c28

Flax0.1%_12%WC_Fulldepth.R

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

R Syntax - 546 B - SHA-256: a35adbfeadc35410b80d937e1ac88d73a3aaf1abe834f0768dcb705ea9a5618d

Flax0.1%_9%WC_Fulldepth.R

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

R Syntax - 545 B - SHA-256: 585c534927e8f927e2c08d43218fb147e5d767e40f3d73e33b6ef233f6d584e5

Flax0.5%_12%WC_Fulldepth.R

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

R Syntax - 545 B - SHA-256: 77bcf2814ae1d5f327ada34de33dc01c1c809245900c09c1ce6f4e14ec139139

Flax0.5%_9%WC_Fulldepth.R

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

R Syntax - 546 B - SHA-256: d3764ed49922d85de8d170fffea4a4520b7f297682811898f6419c59bca6191d

Flax_Kalden_12%WC_Injection.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 233.3 KB - SHA-256: 3977055fc2ad0fc35e175d67be40f5f34a5d994dba843b85d357cf38cce7fe09

Flax_Kalden_12%WC_mix.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 236.5 KB - SHA-256: 05e88daa84b02c1f4a32726dfe2b191d18cb44c6dae2aa7aabc0285505936bba

Flax_Kalden_12%WC.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 241.3 KB - SHA-256: 6bc180edb302413d77b773358bd776f03410c873664e206077d1b951ee92e56b

Flax_Kalden_15%WC.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 234.0 KB - SHA-256: 1e307c0da56e36c88c62b686b9374d733060f47e25520538751f110585167da9

Flax_Kalden_18%WC.xlsx

Dec 2, 2025 - How do soil mechanical properties, root tip geometry, soil texture, and root exudate (mucilage) affect penetration resistance to root growth?

MS Excel Spreadsheet - 216.4 KB - SHA-256: c45d715296261d34cfbea4c9d5b0dcf9a61a1fdf86583cbe758a2a727a2991ae

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