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| # DataExploration-AAPF | ||
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| This GitHub repository offers a comprehensive guide to RGB and HSI data generated at the [Ag Alumni Seed Phenotyping Facility (AAPF)](https://ag.purdue.edu/aapf/). Additionally, it includes foundational [R](https://www.r-project.org/) tools for transforming AAPF data products (RGB, hyperspectral, X-RAY) into an analysis-ready ([long format table](http://www.cookbook-r.com/Manipulating_data/Converting_data_between_wide_and_long_format/)) dataset. This standardized dataset can be directly used in statistical modeling and visualization using R. | ||
| This GitHub repository provides a comprehensive resource for analyzing high-throughput phenotyping (HTP) data from the [Ag Alumni Seed Phenotyping Facility (AAPF, Purdue)](https://ag.purdue.edu/aapf/), including a detailed guide and a collection of data processing tools. It includes foundational [R](https://www.r-project.org/) tools for transforming AAPF data products (RGB, hyperspectral, X-ray) into an analysis-ready dataset ([long format table](http://www.cookbook-r.com/Manipulating_data/Converting_data_between_wide_and_long_format/)). This standardized dataset can be directly used in statistical modeling and visualization using R. | ||
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| ## AAPF Data Guide | ||
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| * [RGB imaging data (above-ground)](DataGuide_AAPF_RGB.md) | ||
| * [Hyperspectral imaging (HSI) data (above-ground)](DataGuide_AAPF_HSI.md) | ||
| * X-RAY computed tomography (CT) imaging data (below-ground, root system) (under construction 🚧) | ||
| * X-ray computed tomography (CT) imaging data (below-ground, root system) (under construction 🚧) | ||
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| ## Available Tools | ||
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| * [Reshape data product (masterfile, .xlsx) into analysis-ready format] | ||
| - [reshape_rgb_hsi.r](reshape_rgb_hsi.r) | ||
| - [reshape_xray.r](reshape_xray.r) | ||
| * wef | ||
| * Reshape data product (masterfile, .xlsx) into analysis-ready format | ||
| - [RGB and HSI data](reshape_rgb_hsi.r) | ||
| - [X-ray data](reshape_xray.r) | ||
| * Repeatability (The consistency of repeated measurements) evaluation | ||
| - [calculate_repeatability.r](calculate_repeatability.r) | ||
| * Visualization | ||
| - [Overall comparison of repeatability measurements from different imaging sensors and camera locations](display.repeatability.r) |