############################################### --Contact Details-- Name: Kristian Callaghan Institution: University of Bath, Dept. Electronic and Electrical Engineering Email: KMSC20@bath.ac.uk Date: October 2024 ############################################### --Overview-- Dataset containing all spectral data and ripeness stage labels for tests 2, 3 & 5 only. ############################################### --Contents-- /Spect_x_test.csv: CSV file containing cleaned data from the Sparkfun TRIAD AS7265x Spectrometer for tests 2, 3 & 5 for ML testing purposes. This file contains 30% of all recorded data and is class balanced. A header row is included. The first column is the index column and does not have a header. Each row represents an instantaneous reading of the Sparkfun TRIAD AS7265x Spectrometer at a point in time and is given a unique index number in the index column. The index number corresponds to the labels in Spect_y_test.csv. The header row titles are defined at the bottom of this ReadMe. /Spect_x_train.csv: CSV file containing cleaned data from the Sparkfun TRIAD AS7265x Spectrometer for tests 2, 3 & 5 for ML training purposes. This file contains the 70% of all recorded data NOT present in Spect_x_test.csv, and is class balanced. A header row is included. The first column is the index column and does not have a header. Each row represents an instantaneous reading of the Sparkfun TRIAD AS7265x Spectrometer at a point in time and is given a unique index number in the index column. The index number corresponds to the labels in Spect_y_train.csv. The header row titles are defined at the bottom of this ReadMe. /Spect_y_test.csv: CSV file containing the labels for data from tests 2, 3 & 5 for ML testing purposes. The labels in this file correspond to the data in Spect_x_test.csv and are class balanced. Two columns are included. An unlabelled index column and the label column, where the labels are integer values from 1 to 5 corresponding to ripeness stages for each instantaneous sensor reading. Please refer to the associated publication for explanations of the ripeness stages and how they are derived. /Spect_y_train.csv: CSV file containing the labels for data from tests 2, 3 & 5 for ML training purposes. The labels in this file correspond to the data in Spect_x_train.csv and are class balanced. Two columns are included. An unlabelled index column and the label column, where the labels are integer values from 1 to 5 corresponding to ripeness stages for each instantaneous sensor reading. Please refer to the associated publication for explanations of the ripeness stages and how they are derived. ***** Header Row Definitions ***** "SpA410" = Spectral band A (410 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpB435" = Spectral band B (435 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpC460" = Spectral band C (460 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpD485" = Spectral band D (485 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpE510" = Spectral band E (510 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpF535" = Spectral band F (535 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpG560" = Spectral band G (560 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpH585" = Spectral band H (585 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpR610" = Spectral band R (610 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpI645" = Spectral band I (645 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpS680" = Spectral band S (680 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpJ705" = Spectral band J (705 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpT730" = Spectral band T (730 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpU760" = Spectral band U (760 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpV810" = Spectral band V (810 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpW860" = Spectral band W (860 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpK900" = Spectral band K (900 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. "SpL940" = Spectral band L (940 nm) reading from the Sparkfun TRIAD AS7265x Spectrometer. ############################################### --Citation-- ###############################################