marine-geomorphology

Python/Seaborn scripts computing and plotting Pearson, Spearman and Kendall correlation matrices as heatmaps, demonstrated on Mariana Trench morphometry (with Nigeria band-correlation variants). Reusable scientific-plotting example.

Python script performing principal component analysis (PCA) with scikit-learn and visualising the components with seaborn, on Mariana Trench morphometry. Reusable data-analysis example.

Python/Matplotlib script drawing three-dimensional scatter subplots (mplot3d) of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python script drawing partial regression (added-variable) plot subplots with statsmodels, on Mariana Trench morphometry. Reusable statistical-modelling example.

Python/Seaborn script drawing letter-value (boxen) plots of depth distributions, demonstrated on Mariana Trench bathymetry. Reusable scientific-plotting example.

Python/Seaborn script drawing kernel-density-estimate (KDE) curve subplots of depth distributions, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Seaborn script drawing bar plots of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Seaborn script drawing a facet grid (small multiples) of bathymetric depth distributions across profiles. Reusable scientific-plotting example.

Python script drawing quantile-quantile (Q-Q) plot subplots to check distributional assumptions with statsmodels, on Mariana Trench data. Reusable statistical-graphics example.

Python/Matplotlib script drawing stacked bar plots of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Matplotlib script drawing pie charts of morphometric proportions, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Bokeh script drawing an interactive categorical jitter scatter plot, demonstrated on Mariana Trench data. Reusable interactive-visualisation example.

Python script demonstrating pandas DataFrame table operations (loading, indexing, describing and reshaping) on Mariana Trench data. Reusable data-wrangling reference.

Python/Seaborn scripts drawing categorical strip (jittered scatter) subplots of geomorphometric data for the Mariana and Philippine trenches. Reusable scientific-plotting example.

Python/Matplotlib script drawing line plots of bathymetric profiles, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Matplotlib scripts drawing stacked area charts of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Seaborn script drawing violin plots (box plot, kernel density and median combined) of bathymetric depth distributions, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python scripts running one-way analysis of variance (ANOVA) with statsmodels and visualising group differences with boxplots, on Mariana Trench morphometry. Reusable statistical-analysis example.

Python/Matplotlib script drawing histograms of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.

Python/Matplotlib script drawing radar (spider) chart subplots of morphometric variables, demonstrated on Mariana Trench data. Reusable scientific-plotting example.