Reflectance spectra

Data preparations

During the Revigo project, we created

import pandas as pd
import matplotlib.pyplot as plt

spectra= pd.read_csv('../data/revigo-aggregated-palette-spectral-data.txt', sep='\t', index_col=0)
mixture_specs = pd.read_csv('../data/revigo-mixture-specifications.txt', sep='\t', index_col=0, header=None)

spectra

	400	410	420	430	440	450	460	470	480	490	...	610	620	630	640	650	660	670	680	690	700
Name
01A_b	5.09	5.09	5.04	5.00	5.00	4.97	4.97	4.93	4.92	4.92	...	4.91	4.92	4.90	4.92	4.90	4.90	4.89	4.93	4.91	4.93
01A_ob	4.44	4.43	4.39	4.38	4.35	4.30	4.28	4.21	4.18	4.17	...	5.29	5.21	5.14	5.11	5.05	5.02	5.00	4.98	4.96	4.97
01A_ow	6.73	7.97	8.59	8.94	8.54	7.24	5.90	4.87	4.37	4.20	...	78.19	79.58	80.69	81.99	82.92	83.78	84.35	84.74	84.98	85.39
01A_w	54.83	72.98	78.39	80.16	81.59	82.46	83.58	83.99	84.73	85.18	...	85.84	86.11	86.53	87.28	87.75	88.20	88.47	88.64	88.56	88.75
01B_b	5.19	5.18	5.12	5.10	5.06	5.04	5.04	5.00	4.99	4.98	...	4.96	4.98	4.96	4.97	4.96	4.96	4.96	4.98	4.96	4.99
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
17D_w	52.15	71.30	77.34	79.47	80.85	81.95	82.87	83.61	84.20	84.61	...	85.48	85.78	86.21	86.86	87.41	87.75	87.95	88.16	88.16	88.29
17F_b	5.21	5.19	5.15	5.11	5.09	5.06	5.05	5.02	5.00	5.00	...	4.98	4.99	5.00	4.98	5.00	4.97	4.97	4.99	4.97	5.01
17F_ob	16.43	17.41	18.30	18.82	18.94	18.91	18.79	18.18	17.72	17.81	...	5.43	5.42	5.59	6.41	8.40	11.58	14.59	16.39	17.09	17.15
17F_ow	25.91	32.94	38.97	43.55	46.84	49.08	50.78	49.47	49.11	52.31	...	6.00	5.93	6.18	7.71	12.51	24.22	42.23	60.37	71.99	77.41
17F_w	54.61	72.62	78.13	80.12	81.59	82.56	83.60	84.25	84.91	85.34	...	85.59	85.92	86.31	87.13	87.75	88.29	88.43	88.77	88.68	88.88

336 rows × 31 columns

spectra.index

Index(['01A_b', '01A_ob', '01A_ow', '01A_w', '01B_b', '01B_ob', '01B_ow',
       '01B_w', '01C_b', '01C_ob',
       ...
       '17A_ow', '17A_w', '17D_b', '17D_ob', '17D_ow', '17D_w', '17F_b',
       '17F_ob', '17F_ow', '17F_w'],
      dtype='object', name='Name', length=336)

mixture_specs

	1
0
01A	Eosin1Wax-ZincWhite-BoneBlack|100-0-0
01B	Eosin1Wax-ZincWhite-BoneBlack|10-90-0
01C	Eosin1Wax-ZincWhite-BoneBlack|50-50-0
02A	Eosin-ZincWhite-BoneBlack|100-0-0
02B	Eosin-ZincWhite-BoneBlack|9.7-90.3-0
...	...
16E	BariumSulphate-BoneBlack-Cochineal-ViridianGre...
16F	BariumSulphate-BoneBlack-Cochineal-ViridianGre...
17A	CalciumCarbonate-BoneBlack-Cochineal-ViridianG...
17D	CalciumCarbonate-BoneBlack-Cochineal-ViridianG...
17F	CalciumCarbonate-BoneBlack-Cochineal-ViridianG...

85 rows × 1 columns