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url: https://jameshwade.github.io/measure/
template:
bootstrap: 5
bslib:
primary: "#4A90A4"
secondary: "#6BA5B8"
success: "#28A745"
info: "#17A2B8"
warning: "#FF9933"
danger: "#DC3545"
base_font: {google: "Open Sans"}
heading_font: {google: "Montserrat"}
code_font: {google: "Fira Code"}
bg: "#FFFFFF"
fg: "#212529"
theme: arrow-light
light-switch: true
logo:
src: man/figures/logo.png
alt: "measure hex logo"
navbar:
structure:
left:
- intro
- reference
- articles
right:
- search
- github
components:
articles:
text: Articles
menu:
- text: Tutorials
- text: Getting Started
href: articles/tutorial-getting-started.html
- text: Bioreactor Case Study
href: articles/tutorial-bioreactor.html
- text: '---'
- text: How-To Guides
- text: Baseline Correction
href: articles/howto-baseline.html
- text: Integrating with tidymodels
href: articles/howto-tidymodels.html
- text: Data Organization & Diagnostics
href: articles/howto-data-organization.html
- text: '---'
- text: Reference
- text: Preprocessing Techniques
href: articles/reference-preprocessing.html
- text: Multi-Dimensional Data
href: articles/reference-multidimensional.html
- text: Analytical Validation
href: articles/reference-validation.html
- text: '---'
- text: Explanation
- text: Internal Class System
href: articles/explanation-internals.html
development:
mode: devel
articles:
- title: Tutorials
desc: Learning-oriented guides that take you through a complete workflow
contents:
- articles/tutorial-getting-started
- articles/tutorial-bioreactor
- title: How-To Guides
desc: Task-oriented guides for solving specific problems
contents:
- articles/howto-baseline
- articles/howto-tidymodels
- articles/howto-data-organization
- title: Reference
desc: Information-oriented technical descriptions
contents:
- articles/reference-preprocessing
- reference-multidimensional
- reference-validation
- title: Explanation
desc: Understanding-oriented discussion of concepts and architecture
contents: explanation-internals
reference:
- title: Input Steps
desc: Convert raw data to measure's internal format
contents:
- step_measure_input_wide
- step_measure_input_long
- title: Processing Steps
desc: Apply spectral preprocessing transformations
contents:
- step_measure_savitzky_golay
- step_measure_snv
- step_measure_msc
- step_measure_map
- title: Multi-Channel Operations
desc: Align, combine, and compute ratios between measurement channels
contents:
- step_measure_channel_align
- step_measure_channel_combine
- step_measure_channel_ratio
- title: Spectral Math
desc: Mathematical transformations for spectral data
contents:
- step_measure_absorbance
- step_measure_transmittance
- step_measure_log
- step_measure_kubelka_munk
- step_measure_derivative
- step_measure_derivative_gap
- title: Region Operations
desc: Trim, exclude, and resample measurement regions
contents:
- step_measure_trim
- step_measure_exclude
- step_measure_resample
- step_measure_interpolate
- title: Sample-wise Normalization
desc: Normalize each spectrum independently
contents:
- starts_with("step_measure_normalize")
- title: Variable-wise Scaling
desc: Scale across samples at each measurement location
contents:
- step_measure_center
- starts_with("step_measure_scale")
- title: Reference-Based Corrections
desc: Blank subtraction and reference corrections
contents:
- step_measure_subtract_blank
- step_measure_subtract_reference
- step_measure_ratio_reference
- title: Calibration
desc: X-axis and Y-axis calibration steps
contents:
- step_measure_calibrate_x
- step_measure_calibrate_y
- title: Output Steps
desc: Convert internal format back to modeling-ready data
contents:
- step_measure_output_wide
- step_measure_output_long
- title: Peak Operations
desc: Peak detection, integration, and analysis for chromatography
contents:
- step_measure_peaks_detect
- step_measure_peaks_integrate
- step_measure_peaks_properties
- step_measure_peaks_filter
- step_measure_peaks_deconvolve
- step_measure_peaks_to_table
- is_peaks_list
- find_peaks_cols
- title: Peak Algorithm Registry
desc: Registration and discovery for peak detection algorithms
contents:
- peak_algorithms
- get_peak_algorithm
- has_peak_algorithm
- register_peak_algorithm
- unregister_peak_algorithm
- title: Peak Model Classes
desc: S3 class architecture for peak shape models used in deconvolution
contents:
- new_peak_model
- is_peak_model
- create_peak_model
- has_peak_model
- peak_models
- register_peak_model
- unregister_peak_model
- peak_model_value
- peak_model_gradient
- peak_model_gradient_numerical
- peak_model_bounds
- peak_model_initial_guess
- peak_model_area
- peak_model_param_names
- validate_peak_model_params
- sum_peak_models
- title: Built-in Peak Models
desc: Core peak shape models for deconvolution
contents:
- gaussian_peak_model
- emg_peak_model
- bigaussian_peak_model
- lorentzian_peak_model
- title: Peak Deconvolution Utilities
desc: Optimization, initialization, and quality assessment helpers
contents:
- optimize_deconvolution
- initialize_peak_params
- add_param_jitter
- assess_deconv_quality
- check_quality_gates
- title: Smoothing & Noise Reduction
desc: Noise reduction and spike removal steps
contents:
- step_measure_smooth_ma
- step_measure_smooth_median
- step_measure_smooth_gaussian
- step_measure_smooth_wavelet
- step_measure_filter_fourier
- step_measure_despike
- title: Alignment & Registration
desc: Spectral alignment and shift correction
contents:
- step_measure_align_shift
- step_measure_align_reference
- step_measure_align_dtw
- step_measure_align_ptw
- step_measure_align_cow
- title: Quality Control
desc: Quality metrics and data cleaning
contents:
- step_measure_qc_snr
- step_measure_qc_saturated
- step_measure_qc_outlier
- step_measure_impute
- title: Tunable Parameters
desc: Parameters for hyperparameter tuning with dials
contents:
- window_side
- baseline_lambda
- peak_location_min
- derivative_order
- smooth_window
- smooth_sigma
- fourier_cutoff
- despike_threshold
- align_max_shift
- align_segment_length
- outlier_threshold
- bin_width
- emsc_degree
- osc_n_components
- starts_with("tunable")
- title: Data
desc: Included datasets for examples and testing
contents:
- meats_long
- glucose_bioreactors
- hplc_chromatograms
- sec_chromatograms
- sec_calibration
- maldi_spectra
- title: Baseline Correction
desc: Baseline correction steps and utilities
contents:
- starts_with("step_measure_baseline")
- step_measure_detrend
- subtract_rf_baseline
- title: SEC/GPC Analysis
desc: Molecular weight calculations for size exclusion chromatography
contents:
- step_measure_mw_averages
- step_measure_mw_distribution
- step_measure_mw_fractions
- title: Feature Engineering
desc: Extract features from spectral data
contents:
- step_measure_integrals
- step_measure_ratios
- step_measure_moments
- step_measure_bin
- title: Extended Scatter Correction
desc: Advanced scatter correction methods
contents:
- step_measure_emsc
- step_measure_osc
- title: Data Augmentation
desc: Training data augmentation for improved model robustness
contents:
- step_measure_augment_noise
- step_measure_augment_shift
- step_measure_augment_scale
- title: Drift & Batch Correction
desc: Correct for signal drift and batch effects
contents:
- step_measure_drift_qc_loess
- step_measure_drift_linear
- step_measure_drift_spline
- step_measure_qc_bracket
- step_measure_batch_reference
- measure_detect_drift
- title: Calibration & Quantitation
desc: Calibration curves, LOD/LOQ, and quantitation
contents:
- measure_calibration
- measure_calibration_fit
- measure_calibration_predict
- measure_calibration_verify
- is_measure_calibration
- tidy.measure_calibration
- glance.measure_calibration
- augment.measure_calibration
- measure_lod
- measure_loq
- measure_lod_loq
- tidy.measure_lod
- title: Precision & Accuracy
desc: Method validation for precision and accuracy
contents:
- measure_repeatability
- measure_intermediate_precision
- measure_reproducibility
- measure_gage_rr
- measure_accuracy
- measure_linearity
- measure_carryover
- title: Uncertainty
desc: ISO GUM uncertainty budgets
contents:
- measure_uncertainty_budget
- measure_uncertainty
- uncertainty_component
- uncertainty_type_a
- uncertainty_type_b_rectangular
- uncertainty_type_b_expanded
- tidy.measure_uncertainty_budget
- title: Control Charts & QC
desc: Statistical process control and system suitability
contents:
- measure_control_limits
- measure_control_chart
- measure_system_suitability
- title: Method Comparison
desc: Compare analytical methods using Bland-Altman, Deming, and Passing-Bablok
contents:
- measure_bland_altman
- measure_deming_regression
- measure_passing_bablok
- measure_proficiency_score
- title: Matrix Effects & Sample Prep
desc: Matrix effect quantification, standard addition, and sample prep QC
contents:
- measure_matrix_effect
- step_measure_standard_addition
- step_measure_dilution_correct
- step_measure_surrogate_recovery
- title: Criteria & Assessment
desc: Acceptance criteria and pass/fail evaluation
contents:
- criterion
- measure_criteria
- measure_assess
- all_pass
- get_failures
- criteria_bioanalytical
- criteria_ich_q2
- criteria_bland_altman
- criteria_method_comparison
- criteria_proficiency_testing
- criteria_matrix_effects
- criteria_surrogate_recovery
- title: Metadata Validation
desc: Validate analytical metadata columns
contents:
- measure_validate_metadata
- measure_standardize_sample_type
- measure_sample_types
- title: Multi-Way Analysis
desc: PARAFAC, Tucker, and MCR-ALS decomposition for multi-dimensional data
contents:
- step_measure_parafac
- step_measure_tucker
- step_measure_mcr_als
- title: Multi-Dimensional Data
desc: Support for 2D and higher-dimensional measurement data (LC-DAD, EEM, 2D NMR)
contents:
- new_measure_nd_tbl
- new_measure_nd_list
- is_measure_nd_tbl
- is_measure_nd_list
- measure_ndim
- measure_dim_names
- measure_dim_units
- measure_is_regular
- measure_grid_info
- measure_apply
- measure_unfold
- measure_fold
- measure_slice
- measure_project
- find_measure_nd_cols
- get_measure_col_ndim
- title: Utilities
desc: Helper functions and utilities
contents:
- new_measure_tbl
- new_measure_list
- is_measure_tbl
- is_measure_list
- find_measure_cols
- has_measure_col
- required_pkgs.recipe
- title: Technique Pack Registry
desc: Registration and discovery for technique packs
contents:
- measure_packs
- measure_steps
- register_measure_pack
- register_measure_step
- title: Exploration & Analysis
desc: Interactive exploration and summary functions for prototyping
contents:
- measure_map
- measure_map_safely
- measure_summarize
- title: Data Organization
desc: Column detection and role assignment helpers
contents:
- measure_identify_columns
- measure_column_summary
- measure_column_patterns
- set_measure_roles
- check_measure_recipe
- title: Axis Validation
desc: Axis semantics and data quality validation
contents:
- validate_measure
- measure_axis_info
- infer_axis_type
- check_axis_consistency
- measure_quality_summary
- title: Validation Reporting
desc: Generate reproducible analytical method validation reports
contents:
- measure_validation_report
- render_validation_report
- has_validation_section
- get_validation_section
- add_validation_section
- print.measure_validation_report
- summary.measure_validation_report
- tidy.measure_validation_report
- title: Visualization & Diagnostics
desc: Plotting and diagnostic functions for measure data
contents:
- starts_with("autoplot")
- starts_with("fortify")
- plot_measure_comparison
- measure_plot_summary
redirects:
- ["articles/measure.html", "articles/tutorial-getting-started.html"]
- ["articles/sec-analysis-example.html", "articles/tutorial-bioreactor.html"]
- ["articles/baseline.html", "articles/howto-baseline.html"]
- ["articles/recipes.html", "articles/howto-tidymodels.html"]
- ["articles/roles-diagnostics.html", "articles/howto-data-organization.html"]
- ["articles/preprocessing.html", "articles/reference-preprocessing.html"]
- ["articles/multidimensional.html", "articles/reference-multidimensional.html"]
- ["articles/validation.html", "articles/reference-validation.html"]
- ["articles/internals.html", "articles/explanation-internals.html"]