Preprocessing data for M analyses

Introduction

The main of this work is to produce reliable physical parameter’s estimation for class M stars, i.e. according to the Hardvard stellar classification it includes stars with surface temperature between 2000 and 3700 K and they represent about the 76% of all the main sequence’s stars see ref..

Currently there are different catallogues like for instance the following,

In these catallogues, stars have been classified according to their stellar class only.

The idea is to use machine learning technology to help in this task by refining the initial classification. Learning spectra were planned to be borowed from synthetic grid like phoenix (BT-Setll).

In order to start the work, best practice procedures ask to have a look at diferent parameters from spectra in order to define wavelength spectra segments of interest and resolution all over the real spectra available.

Overlook at IPAC dataset

Starting the anaylsis by IPAC dataset, as it is built on different .txt files, one per star, it is necessary to read all of them and to categorize wavelength window and wavelength stepzise (mean and standard deviation).

setwd("~/M")
files <- list.files(path = "./ipac", pattern = ".*txt$", ignore.case = TRUE)
nf <- length(files)
d_ipac <- as.data.frame(matrix(0, nf, 11))
d_ipac[, 1] <- files
colnames(d_ipac) <- c("FileName", "MinFL", "MaxFL", "MinWL", "MaxWL", "MinST", 
    "1Q_ST", "Median", "Mean", "3Q_ST", "Max_ST")
j <- 0
ipc <- list()
for (i in files) {
    j <- j + 1
    ss <- read.table(file = paste("ipac/", i, sep = ""), skip = 16, header = FALSE)
    ipc[[i]] <- list(data = ss, name = i)
    d_ipac[j, 2:3] <- range(ss[, 2], na.rm = T)
    d_ipac[j, 4:5] <- range(ss[, 1], na.rm = T)
    d_ipac[j, 6:11] <- summary(diff(ss[, 1], 1))
}
table01 <- xtable(d_ipac)
print(table01, type = "html")
FileName MinFL MaxFL MinWL MaxWL MinST 1Q_ST Median Mean 3Q_ST Max_ST
1 2MASP_J0152096p340037.7380.txt -0.15 0.47 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
2 2MASP_J0152096p340037.7381.txt -0.07 1.89 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
3 2MASP_J0338549p223153.7202.txt -62.95 46.76 3422.06 9764.09 3.07 3.07 3.07 3.07 3.07 3.07
4 2MASP_J0339528p245728.7242.txt -0.06 0.38 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
5 2MASP_J0339528p245728.7243.txt 0.00 2.55 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
6 2MASP_J0354013p231635.7201.txt -21.40 5.34 3422.06 9764.09 3.07 3.07 3.07 3.07 3.07 3.07
7 2MASP_J0851204p102825.7246.txt 0.00 0.23 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
8 2MASP_J0851204p102825.7247.txt 0.00 1.90 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
9 2MASP_J1007435p113432.7404.txt -0.01 0.56 4954.58 6707.49 2.18 2.18 2.18 2.18 2.18 2.18
10 2MASP_J1007435p113432.7405.txt 0.17 1.32 6647.06 9180.79 2.45 2.45 2.45 2.45 2.45 2.45
11 2MASP_J1242464p292619.7205.txt -52.45 12.31 3438.96 9764.08 3.07 3.07 3.07 3.07 3.07 3.07
12 2MASP_J1244316p254720.7516.txt -0.59 3.56 4716.99 9020.19 3.53 3.53 3.53 3.53 3.53 3.53
13 2MASP_J1246094p291603.7517.txt -1.05 4.21 4716.99 9020.19 3.53 3.53 3.53 3.53 3.53 3.53
14 2MASP_J1254370p253850.7206.txt -67.79 107.96 3438.96 9764.08 3.07 3.07 3.07 3.07 3.07 3.07
15 2MASP_J1256227p283047.7204.txt -153.39 42.25 3422.06 9764.09 3.07 3.07 3.07 3.07 3.07 3.07
16 2MASP_J1519431p260937.7518.txt -0.36 3.98 4716.99 9020.19 3.53 3.53 3.53 3.53 3.53 3.53
17 2MASP_J1520477p300210.7519.txt -1.09 4.69 4716.99 9020.19 3.53 3.53 3.53 3.53 3.53 3.53
18 2MASP_J1524248p292535.7515.txt -0.04 4.64 4718.17 9019.48 3.53 3.53 3.53 3.53 3.53 3.53
19 2MASP_J1716586p451216AB.7520.txt -0.84 6.28 4716.99 9020.19 3.53 3.53 3.53 3.53 3.53 3.53
20 2MASP_J2234330p291850.7452.txt -0.19 0.61 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
21 2MASP_J2234330p291850.7453.txt -0.08 2.79 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
22 BRI_0021-0214.7128.txt -273.84 26.81 6411.70 9181.14 2.70 2.70 2.70 2.70 2.70 2.70
23 BRI_0954-0946.7248.txt 0.00 0.28 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
24 BRI_0954-0946.7249.txt 0.00 4.82 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
25 BRI_1219-1336.7304.txt -0.03 7.01 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
26 BRI_1222-1222.7092.txt 0.06 3.84 6485.61 9245.40 2.71 2.71 2.71 2.71 2.72 2.72
27 BRI_1408-0730.7324.txt -0.49 64.40 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
28 BRI_1430-1042.7325.txt 0.00 6.24 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
29 BRI_1443-0703.7326.txt 0.00 6.92 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
30 BRI_1506p0947.7327.txt 0.00 13.31 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
31 BRI_2128-0747.7372.txt 0.00 7.71 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
32 BRI_2200p0209(VY_Peg).7373.txt 0.00 3.14 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
33 BRI_2339-0447.7360.txt 0.00 3.15 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
34 CLS_22_B.5024.txt 0.00 2.43 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
35 CTI_000055.2p280432.0333.txt -0.01 1.44 6307.02 9177.83 3.60 3.60 3.60 3.60 3.60 3.60
36 CTI_000139.9p275821.6197.txt 0.00 1.42 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
37 CTI_000351.3p280138.5028.txt 0.00 1.23 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
38 CTI_000455.2p280301.4007.txt 0.00 2.79 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
39 CTI_000537.5p275850.5031.txt 0.00 1.17 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
40 CTI_000928.8p280436.5003.txt 0.00 1.06 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
41 CTI_001251.1p280535A.5032.txt 0.00 1.17 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
42 CTI_001251.1p280535A.5034.txt 0.00 1.19 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
43 CTI_001251.1p280535B.5033.txt 0.00 1.64 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
44 CTI_001251.1p280535B.5035.txt 0.00 1.60 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
45 CTI_002142.1p280548.5005.txt 0.00 1.29 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
46 CTI_002352.0p280605.0475.txt -0.00 1.40 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
47 CTI_002603.4p275922.2154.txt -0.00 1.50 6327.66 9187.99 3.59 3.59 3.59 3.59 3.59 3.59
48 CTI_003439.1p280309.5008.txt 0.00 1.38 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
49 CTI_004244.4p280140.4008.txt 0.00 2.29 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
50 CTI_004406.7p280336.5009.txt 0.00 1.12 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
51 CTI_004525.7p280437.0493.txt -0.01 1.42 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
52 CTI_004911.4p275952.2158.txt -0.01 1.44 6327.66 9187.99 3.59 3.59 3.59 3.59 3.59 3.59
53 CTI_005100.5p280430.5010.txt 0.00 1.29 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
54 CTI_010332.0p280234.5011.txt 0.00 1.31 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
55 CTI_011708.6p275850.0334.txt -0.01 1.30 6307.02 9177.83 3.60 3.60 3.60 3.60 3.60 3.60
56 CTI_011826.7p280514.5007.txt -0.08 2.77 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
57 CTI_012023.2p280321A.0495.txt 0.00 1.84 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
58 CTI_012023.2p280321B.0498.txt 0.00 1.78 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
59 CTI_012303.4p280449.5012.txt 0.00 1.05 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
60 CTI_012517.7p280101.6158.txt -0.20 1.79 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
61 CTI_012517.7p280247.0478.txt -0.02 1.14 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
62 CTI_012657.5p280202.4009.txt 0.00 5.01 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
63 CTI_013743.0p280553:.5039.txt 0.00 1.35 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
64 CTI_014716.6p280142.5038.txt 0.00 2.40 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
65 CTI_015115.8p280458.5013.txt 0.00 1.22 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
66 CTI_015338.5p280036.0299.txt -0.05 1.57 6307.02 9177.83 3.60 3.60 3.60 3.60 3.60 3.60
67 CTI_015607.7p280241.4010.txt 0.00 2.40 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
68 CTI_015625.5p280135.1110.txt -0.01 1.96 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
69 CTI_015705.9p280519.2162.txt 0.00 1.45 6327.66 9187.99 3.59 3.59 3.59 3.59 3.59 3.59
70 CTI_015812.8p280439.5014.txt 0.00 1.06 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
71 CTI_015825.4p280120.5015.txt 0.00 1.12 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
72 CTI_021845.9p280047.5016.txt 0.00 2.52 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
73 CTI_023210.0p280313.4011.txt 0.09 2.38 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
74 CTI_031502.6p280315.6162.txt 0.20 1.30 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
75 CTI_032442.5p280400.6160.txt 0.29 1.39 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
76 CTI_032659.6p275912.6161.txt 0.12 1.59 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
77 CTI_034036.8p280248.5040.txt 0.00 1.86 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
78 CTI_034607.5p280109.2011.txt -0.01 1.47 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
79 CTI_064951.4p280442.2100.txt -0.03 1.63 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
80 CTI_065150.8p280311.2104.txt -0.02 1.47 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
81 CTI_065950.5p280228.2022.txt -0.00 1.45 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
82 CTI_075013.2p280613.2111.txt -0.00 1.56 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
83 CTI_075723.2p280533.2026.txt 0.00 1.36 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
84 CTI_081722.3p280138.5042.txt 0.00 1.59 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
85 CTI_084106.0p280016.5041.txt 0.04 1.74 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
86 CTI_090120.6p280439.0024.txt -0.03 1.82 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
87 CTI_090928.9p280324.2038.txt -0.03 1.27 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
88 CTI_091716.8p280531.2124.txt -0.02 2.27 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
89 CTI_092053.7p280101.6107.txt 0.14 1.09 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
90 CTI_092423.0p280044.6102.txt 0.35 1.14 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
91 CTI_092539.9p280018.2034.txt 0.00 2.44 6321.89 9162.73 3.56 3.56 3.56 3.56 3.56 3.56
92 CTI_093631.3p280237.6103.txt 0.00 1.20 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
93 CTI_100219.5p280036.6104.txt 0.28 1.17 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
94 CTI_102840.1p280330.2129.txt -0.02 1.59 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
95 CTI_103000.3p280432.6108.txt 0.00 1.77 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
96 CTI_105201.6p280448.2133.txt -0.01 1.49 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
97 CTI_105707.5p280223.6105.txt 0.22 1.15 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
98 CTI_105802.4p280251.6106.txt 0.00 1.20 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
99 CTI_111035.6p275951.6111.txt 0.13 1.04 6344.84 9190.16 3.58 3.59 3.59 3.59 3.59 3.59
100 CTI_112443.6p280426.0029.txt -0.18 2.04 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
101 CTI_112750.0p280406.0032.txt -0.02 1.61 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
102 CTI_113104.4p280200.2042.txt -0.02 1.41 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
103 CTI_115638.4p280000.2050.txt -0.01 2.49 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
104 CTI_120144.1p280527.0037.txt -0.03 2.60 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
105 CTI_120236.8p275947.2054.txt -0.01 1.34 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
106 CTI_124450.0p280024.6109.txt 0.00 1.86 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
107 CTI_124832.6p280502.0042.txt -0.01 1.74 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
108 CTI_131631.6p280541.6170.txt 0.00 1.13 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
109 CTI_133827.9p280663.6110.txt 0.00 1.63 6336.82 9170.27 3.57 3.57 3.57 3.57 3.58 3.58
110 CTI_133857.8p280437.3009.txt -0.12 2.24 6323.47 9170.95 3.59 3.59 3.59 3.59 3.59 3.59
111 CTI_141034.2p280158.0323.txt 0.00 1.54 6297.97 9177.90 3.61 3.61 3.61 3.61 3.61 3.61
112 CTI_141237.7p280557.6179.txt 0.00 1.19 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
113 CTI_141329.8p280131.6191.txt 0.00 1.17 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
114 CTI_150546.8p280117.6180.txt 0.03 1.60 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
115 CTI_153915.5p280214.6172.txt -0.45 2.50 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
116 CTI_153915.6p280445.6171.txt -0.30 2.00 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
117 CTI_153945.1p280233.6190.txt 0.00 1.08 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
118 CTI_153948.1p280322.6189.txt 0.00 1.13 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
119 CTI_154231.3p280401.0053.txt 0.00 1.70 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
120 CTI_160557.4p280437.3010.txt 0.00 1.50 6323.47 9170.95 3.59 3.59 3.59 3.59 3.59 3.59
121 CTI_161340.2p280011.6121.txt 0.05 1.79 6344.84 9190.16 3.58 3.59 3.59 3.59 3.59 3.59
122 CTI_162342.9p280305.1097.txt -0.01 1.54 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
123 CTI_162356.1p275942.3008.txt -0.13 2.30 6323.47 9170.95 3.59 3.59 3.59 3.59 3.59 3.59
124 CTI_162920.5p280239.1098.txt -0.02 1.25 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
125 CTI_170958.5p275905.6124.txt 0.00 1.50 6344.84 9190.16 3.58 3.59 3.59 3.59 3.59 3.59
126 CTI_171818.0p280512.4002.txt 0.00 2.05 6347.23 9200.62 3.60 3.60 3.60 3.60 3.60 3.60
127 CTI_174729.0p280322.4017.txt 0.00 2.95 6347.23 9199.66 3.60 3.60 3.60 3.60 3.60 3.60
128 CTI_180120.1p280410.6177.txt 0.00 1.12 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
129 CTI_180142.2p275924.6195.txt 0.01 1.32 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
130 CTI_180216.8p280457.6178.txt 0.00 1.20 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
131 CTI_180257.2p280456.6173.txt 0.00 1.51 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
132 CTI_180305.0p280256.6187.txt 0.04 1.09 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
133 CTI_180350.6p280133.6183.txt 0.00 1.21 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
134 CTI_180408.2p280352.6188.txt 0.00 1.05 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
135 CTI_180456.3p280049.6184.txt 0.00 1.24 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
136 CTI_180516.3p280448.6174.txt 0.23 1.53 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
137 CTI_185818.3p275940.6186.txt 0.00 1.10 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
138 CTI_185818.3p280045.6185.txt 0.00 1.10 6351.74 9203.65 3.59 3.59 3.60 3.60 3.60 3.60
139 CTI_190006.8p280452.6176.txt 0.08 1.68 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
140 CTI_190016.9p280541.6198.txt 0.34 1.04 6351.52 9200.24 3.58 3.59 3.59 3.59 3.59 3.60
141 CTI_190917.7p280305.1105.txt -0.01 1.90 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
142 CTI_191216.9p280228.6155.txt 0.20 1.45 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
143 CTI_191258.9p280353.1119.txt -0.00 2.37 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
144 CTI_191326.8p275930.6164.txt 0.15 1.59 6342.75 9219.43 3.62 3.63 3.63 3.63 3.63 3.63
145 CTI_192121.7p280100.4014.txt 0.00 1.47 6352.12 9204.55 3.60 3.60 3.60 3.60 3.60 3.60
146 CTI_192853.3p280415.6163.txt 0.00 1.41 6342.75 9219.43 3.62 3.63 3.63 3.63 3.63 3.63
147 CTI_202636.9p275934.6166.txt 0.00 1.52 6342.75 9219.43 3.62 3.63 3.63 3.63 3.63 3.63
148 CTI_202738.5p280227.6165.txt 0.00 1.56 6342.75 9219.43 3.62 3.63 3.63 3.63 3.63 3.63
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508 LHS_1630.7122.txt 0.00 1.30 6405.68 9186.96 2.67 2.67 2.67 2.67 2.67 2.67
509 LHS_1660a.7216.txt -0.07 0.67 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
510 LHS_1660a.7217.txt 0.00 1.21 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
511 LHS_1691.6213.txt 0.00 1.24 6338.71 9192.46 3.59 3.60 3.60 3.60 3.60 3.61
512 LHS_1723.7082.txt 0.21 1.13 6484.61 9244.40 2.71 2.71 2.71 2.71 2.72 2.72
513 LHS_1805.7016.txt 0.00 1.22 6470.29 9223.45 2.70 2.70 2.70 2.70 2.71 2.71
514 LHS_1807.7123.txt 0.00 1.09 6405.68 9186.96 2.67 2.67 2.67 2.67 2.67 2.67
515 LHS_1809.7228.txt 0.00 0.48 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
516 LHS_1809.7229.txt 0.00 1.33 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
517 LHS_1829.7236.txt -0.06 0.33 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
518 LHS_1829.7237.txt 0.00 1.84 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
519 LHS_1885.7085.txt 0.21 1.35 6462.61 9222.40 2.71 2.71 2.71 2.71 2.72 2.72
520 LHS_191.9008.txt -0.00 2.38 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
521 LHS_1957.7502.txt 0.09 1.06 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
522 LHS_2021.7384.txt 0.00 1.26 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
523 LHS_2021.7385.txt 0.00 2.84 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
524 LHS_2023.7394.txt 0.00 0.97 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
525 LHS_2023.7395.txt 0.00 1.35 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
526 LHS_2045.5019.txt 0.00 1.44 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
527 LHS_2065.7244.txt 0.00 0.94 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
528 LHS_2065.7245.txt 0.00 3.87 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
529 LHS_2065.9009.txt -0.01 4.30 6320.75 9179.40 3.60 3.60 3.60 3.60 3.60 3.60
530 LHS_2067.6112.txt 0.00 1.39 6344.84 9190.16 3.58 3.59 3.59 3.59 3.59 3.59
531 LHS_207.7120.txt 0.00 2.06 6405.68 9186.96 2.67 2.67 2.67 2.67 2.67 2.67
532 LHS_221_AB.6216.txt 0.00 1.09 6338.71 9192.46 3.59 3.60 3.60 3.60 3.60 3.61
533 LHS_2238.6144.txt 0.25 1.32 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
534 LHS_224.7284.txt 0.00 0.57 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
535 LHS_224.7285.txt 0.00 1.25 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
536 LHS_2243.6145.txt 0.02 3.17 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
537 LHS_2351.7457.txt -0.04 3.29 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
538 LHS_2352.6146.txt 0.00 1.70 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
539 LHS_2397a.5043.txt 0.00 3.07 6336.40 9180.99 3.59 3.59 3.59 3.59 3.59 3.59
540 LHS_2397a.7203.txt -15.27 12.54 3422.06 9764.09 3.07 3.07 3.07 3.07 3.07 3.07
541 LHS_2471.7406.txt 0.00 0.33 4954.58 6707.49 2.18 2.18 2.18 2.18 2.18 2.18
542 LHS_2471.7407.txt 0.00 2.27 6647.06 9180.79 2.45 2.45 2.45 2.45 2.45 2.45
543 LHS_2484.7463.txt 0.07 1.29 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
544 LHS_2487.7067.txt 0.18 1.27 6486.18 9243.18 2.71 2.71 2.71 2.71 2.71 2.72
545 LHS_252.7290.txt 0.00 0.48 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
546 LHS_252.7291.txt 0.00 1.48 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
547 LHS_2520.7506.txt 0.10 1.17 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
548 LHS_2632.6147.txt 0.00 2.69 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
549 LHS_2645.6148.txt 0.03 2.59 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
550 LHS_2826.6150.txt 0.00 1.40 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
551 LHS_2836.7511.txt 0.00 1.26 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
552 LHS_2855.7439.txt -0.10 0.38 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
553 LHS_2855.7440.txt -0.02 2.27 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
554 LHS_2875.7509.txt 0.00 1.08 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
555 LHS_2876.7510.txt -0.10 2.82 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
556 LHS_288.7300.txt 0.00 1.79 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
557 LHS_2887.6151.txt 0.00 1.75 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
558 LHS_292.5025.txt 0.00 2.39 6341.69 9189.32 3.59 3.59 3.59 3.59 3.59 3.59
559 LHS_2924.0490.txt 0.00 4.14 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
560 LHS_2930.6123.txt 0.00 2.35 6344.84 9190.16 3.58 3.59 3.59 3.59 3.59 3.59
561 LHS_2980.6149.txt 0.03 2.57 6328.76 9178.36 3.58 3.59 3.59 3.59 3.60 3.60
562 LHS_3002.7095.txt 0.03 2.26 6478.61 9238.40 2.71 2.71 2.71 2.71 2.72 2.72
563 LHS_3003.7093.txt 0.08 2.36 6486.61 9246.40 2.71 2.71 2.71 2.71 2.72 2.72
564 LHS_3135.7474.txt 0.06 1.14 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
565 LHS_323.7470.txt 0.05 1.23 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
566 LHS_3262.7427.txt 0.05 0.54 4954.58 6707.49 2.18 2.18 2.18 2.18 2.18 2.18
567 LHS_3262.7428.txt 0.17 1.33 6647.06 9180.79 2.45 2.45 2.45 2.45 2.45 2.45
568 LHS_3332.7365.txt -0.00 2.52 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
569 LHS_3339.0491.txt 0.00 1.83 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
570 LHS_3346.7514.txt 0.00 1.21 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
571 LHS_337.7306.txt 0.00 1.43 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
572 LHS_3376.7081.txt 0.20 1.35 6464.18 9221.18 2.71 2.71 2.71 2.71 2.71 2.72
573 LHS_3487.7488.txt 0.24 1.04 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
574 LHS_3538.7489.txt 0.10 1.17 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
575 LHS_3566.7450.txt -0.00 0.32 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
576 LHS_3566.7451.txt 0.00 1.84 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
577 LHS_358.7437.txt 0.00 0.55 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
578 LHS_358.7438.txt 0.20 1.23 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
579 LHS_3746.7354.txt 0.17 1.28 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
580 LHS_3768.7000.txt 0.00 1.47 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
581 LHS_3799.7124.txt 0.00 1.37 6411.70 9181.14 2.70 2.70 2.70 2.70 2.70 2.70
582 LHS_3933.7125.txt -0.20 3.05 6411.70 9181.14 2.70 2.70 2.70 2.70 2.70 2.70
583 LHS_4009.7319.txt 0.00 1.70 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
584 LHS_5129.7296.txt 0.00 0.43 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
585 LHS_5129.7297.txt 0.00 1.62 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
586 LHS_5142.9010.txt 0.00 2.33 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
587 LHS_515.0492.txt 0.00 1.36 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
588 LHS_523.0472.txt -0.01 2.15 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
589 LP_159-47.7086.txt 0.18 1.49 6465.61 9225.40 2.71 2.71 2.71 2.71 2.72 2.72
590 LP_166-56.7020.txt 0.00 1.94 6474.29 9227.45 2.70 2.70 2.70 2.70 2.71 2.71
591 LP_229-17.7454.txt 0.00 0.56 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
592 LP_229-17.7455.txt 0.23 1.19 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
593 LP_300-55.7126.txt -53.14 7.65 6405.68 9186.96 2.67 2.67 2.67 2.67 2.67 2.67
594 LP_301-16.2093.txt -0.01 1.53 6320.75 9183.00 3.60 3.60 3.60 3.60 3.60 3.60
595 LP_315-11.7063.txt 0.18 1.40 6477.18 9234.18 2.71 2.71 2.71 2.71 2.71 2.72
596 LP_322-1178.6169.txt 0.00 1.40 6355.40 9201.00 3.58 3.59 3.59 3.59 3.59 3.59
597 LP_324-30.0494.txt -0.12 1.80 6305.49 9168.18 3.60 3.60 3.60 3.60 3.60 3.60
598 LP_325-1.0046.txt -0.02 1.90 6347.36 9195.64 3.59 3.59 3.59 3.59 3.59 3.59
599 LP_353-59.7006.txt 0.00 1.46 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
600 LP_400-63.7003.txt 0.00 1.98 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
601 LP_405-39.7011.txt 0.01 1.54 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
602 LP_406-29.7390.txt -0.17 1.02 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
603 LP_406-29.7391.txt 0.00 1.24 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
604 LP_410-39.7007.txt 0.00 1.43 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
605 LP_412-31.7015.txt 0.01 3.20 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
606 LP_412-31.7386.txt -0.00 1.15 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
607 LP_412-31.7387.txt 0.00 2.95 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
608 LP_427-38.7041.txt 0.08 2.03 6479.60 9238.43 2.71 2.71 2.71 2.71 2.72 2.72
609 LP_465-27.7010.txt 0.03 1.54 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
610 LP_467-16.7321.txt 0.07 1.66 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
611 LP_471-17.7008.txt 0.00 1.27 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
612 LP_476-207.7083.txt 0.24 1.12 6483.61 9243.40 2.71 2.71 2.71 2.71 2.72 2.72
613 LP_497-97.7030.txt 0.00 1.45 6487.29 9240.45 2.70 2.70 2.70 2.70 2.71 2.71
614 LP_608-54.7090.txt 0.18 1.32 6483.61 9243.40 2.71 2.71 2.71 2.71 2.72 2.72
615 LP_672-19.7091.txt 0.21 1.51 6486.61 9246.40 2.71 2.71 2.71 2.71 2.72 2.72
616 LP_704-43.7004.txt 0.19 1.50 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
617 LP_708-98.7013.txt 0.03 1.39 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
618 LP_731-47.7323.txt 0.00 2.88 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
619 LP_75-10.7272.txt 0.00 0.75 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
620 LP_75-10.7273.txt 0.00 1.05 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
621 LP_759-25.7009.txt 0.00 1.84 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
622 LP_766-89.7005.txt 0.00 1.54 6337.34 9201.30 3.56 3.56 3.57 3.57 3.57 3.57
623 LP_771-21.7375.txt 0.00 3.55 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
624 LP_785-18.7127.txt -5.38 1.29 6405.68 9186.96 2.67 2.67 2.67 2.67 2.67 2.67
625 LP_792-32.7027.txt 0.00 1.26 6491.29 9244.45 2.70 2.70 2.70 2.70 2.71 2.71
626 LP_799-3.7512.txt -2.08 3.53 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
627 LP_803-33.7051.txt 0.07 1.48 6483.60 9242.43 2.71 2.71 2.71 2.71 2.72 2.72
628 LP_855-41.7071.txt 0.16 1.47 6487.18 9244.18 2.71 2.71 2.71 2.71 2.71 2.72
629 LP_885-45.7014.txt 0.00 1.46 6322.79 9188.57 3.59 3.60 3.60 3.60 3.60 3.61
630 LP_912-62.7046.txt 0.14 1.10 6480.60 9239.43 2.71 2.71 2.71 2.71 2.72 2.72
631 LP_912-63.7048.txt 0.05 1.30 6479.60 9238.43 2.71 2.71 2.71 2.71 2.72 2.72
632 LP_944-20.7376.txt 0.00 5.77 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
633 L_266-18_C.7312.txt 0.00 2.72 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
634 L_32-8.7500.txt 0.00 1.11 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
635 L_32-9.7499.txt 0.00 1.08 5861.80 9328.83 2.91 2.91 2.91 2.91 2.91 2.91
636 PC_0025p0447.6127.txt -0.22 4.32 6367.00 9208.58 3.58 3.58 3.58 3.58 3.59 3.59
637 PPl_2_(Pleiad).2014.txt -0.02 1.78 6321.89 9162.73 3.59 3.59 3.59 3.59 3.59 3.59
638 PSS_1022p3016.7238.txt 0.00 0.50 5110.44 6883.00 2.16 2.16 2.16 2.16 2.16 2.16
639 PSS_1022p3016.7239.txt 0.00 1.80 6645.43 9177.56 2.46 2.46 2.46 2.46 2.46 2.46
640 PSS_1458p2839.7441.txt -0.22 0.73 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
641 PSS_1458p2839.7442.txt 0.00 3.72 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
642 RG_0050-2722.6167.txt 0.00 5.63 6342.75 9219.43 3.62 3.63 3.63 3.63 3.63 3.63
643 SAO_127976.1468.txt 0.11 1.09 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
644 SAO_141052.1414.txt 0.00 1.13 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
645 SAO_141344.1461.txt 0.00 1.26 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
646 SAO_21753.1470.txt 0.00 1.16 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
647 SAO_22994.1474.txt 0.00 1.51 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
648 SAO_28843.1410.txt 0.04 1.02 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
649 SAO_30653.1462.txt 0.00 1.06 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
650 SAO_34651.1467.txt 0.00 1.13 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
651 SAO_36509.1443.txt 0.00 1.14 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
652 SAO_52516.1432.txt 0.00 1.13 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
653 SAO_63349.1460.txt 0.00 1.01 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
654 SAO_67559.1463.txt 0.00 1.13 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
655 SAO_82478.1115.txt -0.01 1.19 6329.60 9177.47 3.59 3.59 3.59 3.59 3.59 3.59
656 SAO_91792.1440.txt 0.09 1.10 6900.00 9158.98 3.58 3.58 3.58 3.58 3.58 3.58
657 StKM_1-1440.7366.txt 0.00 1.34 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
658 TVLM_262-111511.7388.txt -0.13 0.34 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
659 TVLM_262-111511.7389.txt 0.00 3.11 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
660 TVLM_262-70502.7382.txt -0.06 0.52 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
661 TVLM_262-70502.7383.txt 0.00 2.07 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
662 TVLM_513-42404_A.7443.txt -0.12 0.47 4956.11 6705.54 2.18 2.18 2.18 2.18 2.18 2.18
663 TVLM_513-42404_A.7444.txt -0.09 2.02 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
664 TVLM_513-42404_B.7445.txt -1.06 7.04 6637.28 9180.76 2.47 2.47 2.47 2.47 2.47 2.47
665 TVLM_513-46546.7072.txt 0.12 4.44 6478.18 9235.18 2.71 2.71 2.71 2.71 2.71 2.72
666 TVLM_513-8328.7416.txt -0.24 3.85 6647.06 9180.79 2.45 2.45 2.45 2.45 2.45 2.45
667 TVLM_832-10443.7361.txt -0.06 3.83 6027.79 9547.50 3.43 3.43 3.43 3.43 3.43 3.43
668 TVLM_832-42500.7294.txt -0.07 0.42 5107.46 6880.90 2.17 2.17 2.17 2.17 2.17 2.17
669 TVLM_832-42500.7295.txt 0.00 1.79 6642.00 9185.55 2.46 2.46 2.46 2.46 2.46 2.46
670 TVLM_868-110639.7094.txt 0.10 3.49 6485.61 9245.40 2.71 2.71 2.71 2.71 2.72 2.72
671 TVLM_868-110639.7308.txt 0.03 4.71 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
672 Terzan_22.7477.txt 0.15 1.19 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
673 WT_426.7472.txt 0.07 1.19 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
674 WT_460.7473.txt 0.04 1.92 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
675 WT_562.7313.txt 0.00 1.60 6026.76 9544.53 3.43 3.43 3.43 3.43 3.43 3.43
676 WT_792.7370.txt 0.00 2.04 6027.42 9547.83 3.43 3.43 3.43 3.43 3.43 3.43
677 WT_804.7490.txt 0.09 1.23 5861.90 9330.45 2.90 2.90 2.90 2.90 2.90 2.90
nfs <- rep(0, 3)
nfs[1] <- nf

Main conclusions are:

Overlook at IRTF dataset

Next piece of the anaylsis is IRTF dataset, as it is built on different .fits files, one per star. It is necessary to read all of them and to categorize wavelength window and wavelength stepzise (mean and standard deviation).

setwd("~/M")
files <- list.files(path = "./irtf", pattern = ".*fits$", ignore.case = TRUE)
nf <- length(files)
d_irf <- as.data.frame(matrix(0, nf, 11))
d_irf[, 1] <- files
colnames(d_irf) <- c("FileName", "MinFL", "MaxFL", "MinWL", "MaxWL", "MinST", 
    "1Q_ST", "Median", "Mean", "3Q_ST", "Max_ST")
j <- 0
irf <- list()
for (i in files) {
    j <- j + 1
    dat <- readFITS(file = paste("irtf/", i, sep = ""))
    dat$imDat[, 1] <- dat$imDat[, 1] * 10000
    ss <- as.data.frame(dat$imDat[, 1:2])
    irf[[i]] <- list(data = ss, name = i)
    d_irf[j, 2:3] <- range(ss[, 2], na.rm = T)
    d_irf[j, 4:5] <- range(ss[, 1], na.rm = T)
    d_irf[j, 6:11] <- summary(diff(ss[, 1], 1))
}
fdis <- c("d", "s", rep("E", 2), rep("fg", 8))
table02 <- xtable(d_irf, display = fdis)
print(table02, type = "html")
FileName MinFL MaxFL MinWL MaxWL MinST 1Q_ST Median Mean 3Q_ST Max_ST
1 M0.5Ib_HD236697.fits 1.36E-12 4.24E-11 8069 41036 0.038 3.2 5 4.9 5.8 591
2 M0.5Ib_HD236697_ext.fits 1.41E-12 7.38E-11 8069 41036 0.038 3.2 5 4.9 5.8 591
3 M0.5V_HD209290.fits 9.03E-14 1.52E-11 8075 54249 0.35 3.2 5.4 5.8 6.8 779
4 M0IIIb_HD213893.fits 9.55E-13 1.12E-10 8065 50709 0.08 3.2 5.4 5.6 6.7 736
5 M0V_HD19305.fits 4.97E-14 1.26E-11 8070 54233 0.26 3.2 5.4 5.8 6.8 793
6 M1+III_HD204724.fits 7.08E-12 9.89E-10 8048 50457 1.3 3.2 5.4 5.5 6.7 761
7 M1-Iab-Ib_HD14404.fits 4.37E-12 1.36E-10 8094 41665 0.17 3.2 4.5 4.9 5.8 607
8 M1-Iab-Ib_HD14404_ext.fits 4.57E-12 2.78E-10 8094 41665 0.17 3.2 4.5 4.9 5.8 607
9 M1-M2Ia-Iab_HD39801.fits 1.01E-09 7.80E-08 8107 50234 0.098 3.2 5.4 5.5 6.7 747
10 M1-M2Ia-Iab_HD39801_ext.fits 1.02E-09 1.01E-07 8107 50234 0.098 3.2 5.4 5.5 6.7 747
11 M1.5Iab-Ib_HD35601.fits 8.14E-12 3.54E-10 8064 41814 0.019 3.2 4.5 4.9 5.8 592
12 M1.5Iab-Ib_HD35601_ext.fits 8.46E-12 4.76E-10 8064 41814 0.019 3.2 4.5 4.9 5.8 592
13 M1.5Ib_BD+60_265.fits 1.10E-12 8.54E-11 8037 50455 0.12 3.2 5.4 5.5 6.7 744
14 M1.5Ib_BD+60_265_ext.fits 1.14E-12 1.65E-10 8037 50455 0.12 3.2 5.4 5.5 6.7 744
15 M1.5V_HD36395.fits 2.30E-13 4.73E-11 8076 54290 0.05 3.2 5.4 5.8 6.8 774
16 M10+III_IRAS14086-0703.fits -1.39E-12 4.86E-11 8144 24235 0.65 2.7 3.2 3.9 4.1 620
17 M1Ia_HD339034.fits 5.33E-12 1.96E-10 8082 50200 0.086 3.2 5.4 5.5 6.7 747
18 M1Ia_HD339034_ext.fits 5.72E-12 5.91E-10 8082 50200 0.086 3.2 5.4 5.5 6.7 747
19 M1V_HD42581.fits 3.78E-13 4.26E-11 8101 49126 0.31 3.2 5.1 5.5 6.7 765
20 M2-Ia_HD206936.fits 9.52E-11 5.72E-09 8038 50268 0.3 3.2 5.4 5.5 6.7 747
21 M2-Ia_HD206936_ext.fits 9.85E-11 1.13E-08 8038 50268 0.3 3.2 5.4 5.5 6.7 747
22 M2.5IIIBa0.5_HD219734.fits 6.57E-12 9.55E-10 8097 49996 0.22 3.2 5.4 5.5 6.7 766
23 M2.5V_Gl381.fits 6.48E-14 6.58E-12 8095 49555 0.32 3.2 5.4 5.5 6.7 748
24 M2.5V_Gl581.fits 7.94E-14 9.03E-12 8054 50718 0.27 3.2 5.4 5.5 6.7 737
25 M2III_HD120052.fits 6.81E-12 6.61E-10 8127 49506 0.86 3.2 5.4 5.5 6.7 744
26 M2II_HD23475.fits 2.70E-10 2.71E-09 8101 24182 0.24 2.7 3.2 3.9 4.1 608
27 M2II_HD23475_ext.fits 2.86E-10 3.51E-09 8101 24182 0.24 2.7 3.2 3.9 4.1 608
28 M2Ib_HD10465.fits 2.98E-12 3.35E-10 8100 50042 0.17 3.2 5.1 5.5 6.7 756
29 M2Ib_HD10465_ext.fits 3.01E-12 4.08E-10 8100 50042 0.17 3.2 5.1 5.5 6.7 756
30 M2V_Gl806.fits 6.26E-13 5.39E-12 8085 24188 1.5 2.7 3.2 3.9 4.1 607
31 M2V_HD95735.fits 7.34E-13 1.01E-10 8070 54012 0.097 3.2 5.4 5.8 6.8 793
32 M3-M4Iab_HD14469.fits 3.88E-12 2.70E-10 8094 50044 0.12 3.2 5.1 5.5 6.7 778
33 M3-M4Iab_HD14469_ext.fits 3.98E-12 4.47E-10 8094 50044 0.12 3.2 5.1 5.5 6.7 778
34 M3.5IIICa-0.5_HD28487.fits 3.57E-12 2.96E-10 8114 50163 0.22 3.2 5.4 5.5 6.7 821
35 M3.5IIICa-0.5_HD28487_ext.fits 3.59E-12 3.36E-10 8114 50163 0.22 3.2 5.4 5.5 6.7 821
36 M3.5IabFe-1var:_HD14488.fits 4.77E-12 2.14E-10 8037 50457 0.7 3.2 5.4 5.5 6.7 751
37 M3.5IabFe-1var:_HD14488_ext.fits 4.90E-12 3.21E-10 8037 50457 0.7 3.2 5.4 5.5 6.7 751
38 M3.5V_Gl273.fits 2.36E-13 2.11E-11 8107 49085 0.68 3.2 5.1 5.5 6.7 760
39 M3III_HD39045.fits 4.13E-12 3.44E-10 8083 49065 0.31 3.2 5.1 5.5 6.7 748
40 M3III_HD39045_ext.fits 4.17E-12 4.26E-10 8083 49065 0.31 3.2 5.1 5.5 6.7 748
41 M3IIb_HD40239.fits 2.90E-11 2.60E-09 8084 49060 0.2 3.2 5.4 5.5 6.7 739
42 M3Iab-Ia_CD-31_49.fits 2.22E-12 5.46E-11 8136 41797 0.23 3.2 5 5 5.8 595
43 M3Iab-Ia_CD-31_49_ext.fits 2.31E-12 9.89E-11 8136 41797 0.23 3.2 5 5 5.8 595
44 M3V_Gl388.fits 1.78E-13 2.79E-11 8090 54244 0.34 3.2 5.4 5.8 6.8 814
45 M3toM4Ia-Iab_RW_Cyg.fits 2.84E-11 5.54E-10 8071 40937 0.27 3.2 5 4.9 5.8 610
46 M3toM4Ia-Iab_RW_Cyg_ext.fits 3.10E-11 1.51E-09 8071 40937 0.27 3.2 5 4.9 5.8 610
47 M4+III_HD214665.fits 3.66E-11 1.46E-09 8073 40871 0.31 3.2 5 4.9 5.8 591
48 M4+IIIa_HD19058.fits 1.79E-10 7.08E-09 8104 41764 0.35 3.2 5 5 5.8 605
49 M4-III_HD27598.fits 2.14E-12 2.43E-10 8111 50157 0.21 3.2 5.4 5.5 6.7 757
50 M4.5IIIa_HD204585.fits 1.48E-10 1.34E-09 8100 24175 0.27 2.7 3.2 3.9 4.1 606
51 M4.5V_Gl268AB.fits 9.19E-14 7.69E-12 8081 54190 0.25 3.2 5.4 5.8 6.8 801
52 M4III_HD4408.fits 9.59E-12 9.79E-10 8090 49988 0.3 3.2 5.1 5.5 6.7 771
53 M4V_Gl213.fits 5.98E-14 5.51E-12 8078 54309 0.14 3.2 5.4 5.8 6.8 809
54 M4V_Gl299.fits 1.21E-14 1.73E-12 8087 54348 0.45 3.2 5.4 5.8 6.8 824
55 M4V_Gl299_ext.fits 1.22E-14 1.97E-12 8087 54348 0.45 3.2 5.4 5.8 6.8 824
56 M5.5III:_HD94705.fits 3.20E-11 2.36E-09 8119 49164 0.26 3.2 5.1 5.5 6.7 737
57 M5III_HD175865.fits 8.36E-10 7.11E-09 8111 24181 0.48 2.7 3.2 3.9 4.1 607
58 M5Ib-II_HD156014.fits 6.56E-10 4.27E-08 8059 41933 0.057 3.2 4.5 4.9 5.8 618
59 M5V_Gl51.fits 3.04E-14 1.35E-12 8052 43957 0.36 3.2 5.4 5.1 6.7 585
60 M5V_Gl866ABC.fits 3.37E-13 8.91E-12 8073 41099 0.15 3.2 4.5 4.8 5.8 590
61 M5V_Gl866ABC_ext.fits 3.41E-13 1.03E-11 8073 41099 0.15 3.2 4.5 4.8 5.8 590
62 M5e-M9eIII_HD14386.fits 3.11E-10 9.37E-09 8102 50127 0.012 3.2 5.4 5.5 6.7 784
63 M6-III:_HD18191.fits 3.22E-11 2.64E-09 8095 50041 0.68 3.2 5.4 5.5 6.7 851
64 M6.5V_GJ1111.fits 2.33E-14 1.91E-12 8082 54322 0.42 3.2 5.4 5.8 6.8 804
65 M6III_HD196610.fits 3.07E-11 3.57E-09 8103 50174 0.9 3.2 5.4 5.5 6.7 748
66 M6V_Gl406.fits 7.66E-14 5.35E-12 8093 54568 0.89 3.2 5.4 5.8 6.8 790
67 M6e-M9eIII_HD69243.fits 5.17E-11 2.22E-09 8050 50642 0.51 3.2 5.4 5.5 6.7 742
68 M7-8III_BRIB2339-0447.fits 4.47E-14 8.75E-13 8065 41821 0.039 3.2 4.5 4.9 5.8 623
69 M7-III:_HD108849.fits 3.04E-11 2.08E-09 8115 49511 0.7 3.2 5.4 5.5 6.7 759
70 M7-III:_HD207076.fits 9.64E-11 5.55E-09 8109 50279 0.26 3.2 5.4 5.5 6.7 810
71 M7-M7.5I_MY_Cep.fits 5.26E-12 8.73E-11 8074 49827 0.05 3.2 5.1 5.5 6.7 754
72 M7V_Gl644C.fits 1.53E-14 4.54E-13 8089 41452 0.12 3.2 5 5 5.8 587
73 M8-9III_IRAS14303-1042.fits 5.91E-13 1.57E-11 8086 24232 0.56 2.7 3.2 3.9 4.1 617
74 M8-9III_IRAS14436-0703.fits 2.75E-13 2.02E-11 8110 24241 1 2.7 3.2 3.9 4.1 622
75 M8-9III_IRAS21284-0747.fits 4.19E-13 1.29E-11 8066 50452 0.039 3.2 5.4 5.5 6.7 726
76 M8III_IRAS01037+1219.fits -4.20E-14 2.50E-11 8079 50556 0.069 3.2 5.4 5.5 6.7 736
77 M8V_Gl752B.fits 1.68E-14 4.21E-13 8084 41431 0.19 3.2 5 5 5.8 589
78 M8V_LP412-31.fits 2.09E-15 7.04E-14 8138 41110 0.65 3.2 5 4.9 5.8 607
79 M9.5V_BRIB0021-0214.fits 4.71E-15 7.12E-14 8098 41188 0.64 3.2 5 4.9 5.8 597
80 M9III_BRIB1219-1336.fits -2.30E-14 1.27E-12 8110 24235 1.5 2.7 3.2 3.9 4.1 622
81 M9III_IRAS15060+0947.fits 2.08E-12 3.16E-11 8084 24242 0.45 2.7 3.2 3.9 4.1 622
82 M9V_DENIS-PJ1048-3956.fits 3.14E-14 5.98E-13 8094 41158 0.57 3.2 5 4.9 5.8 583
83 M9V_LHS2065.fits 1.50E-14 1.18E-13 8134 24111 0.35 2.7 3.2 3.9 4.1 589
84 M9V_LHS2924.fits 6.62E-15 6.00E-14 8139 24176 0.2 2.7 3.2 3.9 4.1 604
85 M9V_LP944-20.fits 8.70E-15 1.91E-13 8130 41261 0.56 3.2 5 5 5.8 591
nfs[2] <- nf

Main conclusions are:

Overlook at BDSS dataset

Next piece of the anaylsis is BDSS dataset, as it is built on different .fits files, one per star. It is necessary to read all of them and to categorize wavelength window and wavelength stepzise (mean and standard deviation).

setwd("~/M")
files <- list.files(path = "./bdss", pattern = ".*dat$", ignore.case = TRUE)
nf <- length(files)
d_bds <- as.data.frame(matrix(0, nf, 11))
d_bds[, 1] <- files
colnames(d_bds) <- c("FileName", "MinFL", "MaxFL", "MinWL", "MaxWL", "MinST", 
    "1Q_ST", "Median", "Mean", "3Q_ST", "Max_ST")
j <- 0
bds <- list()
for (i in files) {
    j <- j + 1
    ss <- read.table(file = paste("bdss/", i, sep = ""), skip = 6, header = FALSE)
    ss[, 1] <- ss[, 1] * 10000
    bds[[i]] <- list(data = ss, name = i)
    d_bds[j, 2:3] <- range(ss[, 2], na.rm = T)
    d_bds[j, 4:5] <- range(ss[, 1], na.rm = T)
    d_bds[j, 6:11] <- summary(diff(ss[, 1], 1))
}
table03 <- xtable(d_bds)
print(table03, type = "html")
FileName MinFL MaxFL MinWL MaxWL MinST 1Q_ST Median Mean 3Q_ST Max_ST
1 2m0608_58.dat 0.65 1.05 13050.19 13242.11 0.19 0.19 0.19 0.19 0.19 0.19
2 2m0608_59.dat 0.64 1.02 12830.14 13018.89 0.18 0.18 0.18 0.18 0.18 0.19
3 2m0608_60.dat 0.69 1.05 12617.32 12803.00 0.18 0.18 0.18 0.18 0.18 0.18
4 2m0608_61.dat 0.32 1.09 12411.89 12594.19 0.18 0.18 0.18 0.18 0.18 0.18
5 2m0608_62.dat 0.66 1.05 12213.06 12392.29 0.17 0.17 0.17 0.17 0.17 0.18
6 2m0608_63.dat 0.58 1.06 12020.52 12196.69 0.17 0.17 0.17 0.17 0.17 0.17
7 2m0608_64.dat 0.53 1.12 11833.90 12007.10 0.17 0.17 0.17 0.17 0.17 0.17
8 2m0608_65.dat -0.01 1.05 11652.27 11822.50 0.17 0.17 0.17 0.17 0.17 0.17
9 2m1139_58.dat 0.70 1.19 13042.53 13234.94 0.19 0.19 0.19 0.19 0.19 0.19
10 2m1139_59.dat 0.77 1.04 12822.58 13011.62 0.18 0.18 0.18 0.18 0.18 0.19
11 2m1139_61.dat 0.48 1.05 12404.65 12587.34 0.18 0.18 0.18 0.18 0.18 0.18
12 2m1139_62.dat 0.69 1.03 12206.04 12385.26 0.17 0.17 0.17 0.17 0.17 0.18
13 2m1139_63.dat 0.61 0.98 12013.56 12190.02 0.17 0.17 0.17 0.17 0.17 0.17
14 2m1139_64.dat 0.48 1.04 11827.11 12000.50 0.17 0.17 0.17 0.17 0.17 0.17
15 2m1139_65.dat 0.38 1.05 11646.70 11815.39 0.16 0.16 0.17 0.17 0.17 0.17
16 2m1207_58.dat 0.57 1.05 13042.22 13234.53 0.19 0.19 0.19 0.19 0.19 0.19
17 2m1207_59.dat 0.62 1.08 12822.20 13011.24 0.18 0.18 0.18 0.18 0.18 0.19
18 2m1207_60.dat 0.62 1.07 12609.72 12795.59 0.18 0.18 0.18 0.18 0.18 0.18
19 2m1207_61.dat 0.42 1.01 12404.23 12586.93 0.18 0.18 0.18 0.18 0.18 0.18
20 2m1207_62.dat 0.72 1.07 12205.55 12384.77 0.17 0.17 0.17 0.17 0.17 0.18
21 2m1207_63.dat 0.71 1.08 12013.12 12189.78 0.17 0.17 0.17 0.17 0.17 0.17
22 2m1207_64.dat 0.50 1.02 11826.64 12000.03 0.17 0.17 0.17 0.17 0.17 0.17
23 2m1207_65.dat 0.29 1.01 11646.14 11816.76 0.16 0.17 0.17 0.17 0.17 0.17
24 2m2234_58.dat 0.54 1.02 13043.81 13236.15 0.19 0.19 0.19 0.19 0.19 0.19
25 2m2234_59.dat 0.67 1.17 12823.82 13012.88 0.18 0.18 0.18 0.18 0.18 0.19
26 2m2234_60.dat 0.77 1.03 12611.30 12797.19 0.18 0.18 0.18 0.18 0.18 0.18
27 2m2234_61.dat 0.66 1.06 12405.78 12588.49 0.18 0.18 0.18 0.18 0.18 0.18
28 2m2234_62.dat 0.74 1.03 12207.14 12386.27 0.17 0.17 0.17 0.17 0.17 0.18
29 2m2234_63.dat 0.68 1.01 12014.52 12191.41 0.17 0.17 0.17 0.17 0.17 0.17
30 2m2234_64.dat 0.58 1.02 11828.09 12001.40 0.17 0.17 0.17 0.17 0.17 0.17
31 2m2234_65.dat 0.53 1.04 11647.53 11818.28 0.17 0.17 0.17 0.17 0.17 0.17
32 2mass0036_58.dat 0.56 0.98 13045.35 13237.55 0.19 0.19 0.19 0.19 0.19 0.19
33 2mass0036_59.dat 0.68 1.01 12825.22 13014.15 0.18 0.18 0.18 0.18 0.18 0.18
34 2mass0036_60.dat 0.58 1.00 12612.69 12798.35 0.18 0.18 0.18 0.18 0.18 0.18
35 2mass0036_61.dat 0.24 1.01 12407.11 12590.01 0.18 0.18 0.18 0.18 0.18 0.18
36 2mass0036_62.dat 0.48 1.00 12208.44 12387.55 0.17 0.17 0.17 0.17 0.17 0.18
37 2mass0036_63.dat 0.44 0.99 12015.90 12192.15 0.17 0.17 0.17 0.17 0.17 0.17
38 2mass0036_64.dat 0.46 0.98 11829.40 12002.78 0.17 0.17 0.17 0.17 0.17 0.17
39 2mass0036_65.dat 0.18 1.00 11648.88 11819.09 0.16 0.17 0.17 0.17 0.17 0.17
40 2mass0140_58.dat 0.73 1.17 13043.79 13237.63 0.19 0.19 0.19 0.19 0.19 0.19
41 2mass0140_59.dat 0.68 1.21 12825.44 13014.48 0.18 0.18 0.18 0.18 0.18 0.19
42 2mass0140_60.dat 0.74 1.20 12612.91 12798.67 0.18 0.18 0.18 0.18 0.18 0.18
43 2mass0140_61.dat 0.21 1.30 12407.20 12589.84 0.18 0.18 0.18 0.18 0.18 0.18
44 2mass0140_62.dat 0.61 1.16 12208.56 12388.08 0.17 0.17 0.17 0.17 0.18 0.18
45 2mass0140_63.dat 0.60 1.24 12016.15 12192.61 0.17 0.17 0.17 0.17 0.17 0.17
46 2mass0140_64.dat 0.44 1.25 11828.71 12002.92 0.17 0.17 0.17 0.17 0.17 0.17
47 2mass0140_65.dat 0.18 1.17 11649.18 11819.70 0.17 0.17 0.17 0.17 0.17 0.17
48 2mass0345_58.dat 0.67 1.04 13043.84 13238.11 0.19 0.19 0.19 0.19 0.19 0.19
49 2mass0345_59.dat 0.62 1.01 12825.95 13014.99 0.18 0.18 0.18 0.18 0.18 0.19
50 2mass0345_60.dat 0.62 1.01 12613.42 12799.19 0.18 0.18 0.18 0.18 0.18 0.18
51 2mass0345_61.dat 0.35 1.20 12407.70 12590.30 0.18 0.18 0.18 0.18 0.18 0.18
52 2mass0345_62.dat 0.61 1.01 12208.99 12388.52 0.17 0.17 0.17 0.17 0.18 0.18
53 2mass0345_63.dat 0.44 1.02 12016.58 12193.15 0.17 0.17 0.17 0.17 0.17 0.17
54 2mass0345_64.dat 0.49 0.98 11829.19 12003.40 0.17 0.17 0.17 0.17 0.17 0.17
55 2mass0345_65.dat 0.27 1.23 11649.41 11820.30 0.17 0.17 0.17 0.17 0.17 0.17
56 2mass0559_58.dat 0.35 1.02 13048.54 13240.78 0.19 0.19 0.19 0.19 0.19 0.19
57 2mass0559_59.dat 0.55 1.04 12828.54 13017.40 0.18 0.18 0.18 0.18 0.18 0.19
58 2mass0559_60.dat 0.69 1.02 12615.86 12801.54 0.18 0.18 0.18 0.18 0.18 0.18
59 2mass0559_61.dat 0.49 1.00 12410.35 12592.77 0.18 0.18 0.18 0.18 0.18 0.18
60 2mass0559_62.dat 0.53 1.00 12211.43 12390.77 0.17 0.17 0.17 0.17 0.18 0.18
61 2mass0559_63.dat 0.45 1.00 12018.99 12195.47 0.17 0.17 0.17 0.17 0.17 0.17
62 2mass0559_64.dat 0.25 1.01 11831.55 12005.67 0.17 0.17 0.17 0.17 0.17 0.17
63 2mass0559_65.dat 0.08 1.09 11651.64 11823.11 0.17 0.17 0.17 0.17 0.17 0.17
64 2mass0746_58.dat 0.72 1.01 13046.22 13238.55 0.19 0.19 0.19 0.19 0.19 0.19
65 2mass0746_59.dat 0.73 1.00 12826.24 13015.30 0.18 0.18 0.18 0.18 0.18 0.19
66 2mass0746_61.dat 0.25 1.02 12408.07 12590.68 0.18 0.18 0.18 0.18 0.18 0.18
67 2mass0746_62.dat 0.52 1.05 12209.33 12388.87 0.17 0.17 0.17 0.18 0.18 0.18
68 2mass0746_63.dat 0.47 1.01 12016.89 12193.36 0.17 0.17 0.17 0.17 0.17 0.17
69 2mass0746_64.dat 0.52 1.19 11830.23 12003.63 0.17 0.17 0.17 0.17 0.17 0.17
70 2mass0746_65.dat 0.17 1.02 11649.83 11818.43 0.16 0.16 0.17 0.17 0.17 0.17
71 2mass0937_58.dat 0.38 1.02 13045.32 13237.73 0.19 0.19 0.19 0.19 0.19 0.19
72 2mass0937_59.dat 0.50 1.00 12825.31 13014.14 0.18 0.18 0.18 0.18 0.18 0.18
73 2mass0937_60.dat 0.69 1.01 12612.80 12798.46 0.18 0.18 0.18 0.18 0.18 0.18
74 2mass0937_61.dat 0.47 1.01 12407.23 12590.02 0.18 0.18 0.18 0.18 0.18 0.18
75 2mass0937_62.dat 0.57 1.00 12208.43 12387.95 0.17 0.17 0.17 0.17 0.18 0.18
76 2mass0937_63.dat 0.42 1.01 12016.07 12192.62 0.17 0.17 0.17 0.17 0.17 0.17
77 2mass0937_64.dat 0.03 1.01 11828.67 12002.77 0.17 0.17 0.17 0.17 0.17 0.17
78 2mass0937_65.dat -0.15 1.06 11649.02 11819.53 0.16 0.17 0.17 0.17 0.17 0.17
79 2mass1507_58.dat 0.56 1.06 13040.04 13232.28 0.19 0.19 0.19 0.19 0.19 0.19
80 2mass1507_59.dat 0.68 1.08 12822.02 13010.67 0.18 0.18 0.18 0.18 0.18 0.19
81 2mass1507_60.dat 0.69 1.01 12609.72 12794.99 0.18 0.18 0.18 0.18 0.18 0.18
82 2mass1507_61.dat 0.36 1.34 12404.22 12586.52 0.18 0.18 0.18 0.18 0.18 0.18
83 2mass1507_62.dat 0.53 1.01 12206.16 12382.14 0.17 0.17 0.17 0.17 0.17 0.17
84 2mass1507_63.dat 0.00 1.08 12013.18 12187.76 0.17 0.17 0.17 0.17 0.17 0.17
85 2mass1507_64.dat 0.00 1.12 11825.73 11998.56 0.17 0.17 0.17 0.17 0.17 0.17
86 2mass1507_65.dat 0.19 1.27 11646.33 11816.05 0.17 0.17 0.17 0.17 0.17 0.17
87 DE1605_58.dat 0.55 1.31 13042.93 13235.26 0.19 0.19 0.19 0.19 0.19 0.19
88 DE1605_59.dat 0.56 1.07 12822.94 13011.99 0.18 0.18 0.18 0.18 0.18 0.19
89 DE1605_60.dat 0.67 1.04 12610.41 12796.29 0.18 0.18 0.18 0.18 0.18 0.18
90 DE1605_61.dat 0.39 1.01 12404.89 12587.60 0.18 0.18 0.18 0.18 0.18 0.18
91 DE1605_62.dat 0.82 1.11 12206.22 12385.45 0.17 0.17 0.17 0.17 0.17 0.18
92 DE1605_63.dat 0.71 1.12 12013.76 12190.43 0.17 0.17 0.17 0.17 0.17 0.17
93 DE1605_64.dat 0.45 1.03 11827.17 12000.67 0.17 0.17 0.17 0.17 0.17 0.17
94 DE1605_65.dat 0.30 1.17 11646.82 11817.96 0.17 0.17 0.17 0.17 0.17 0.17
95 DE1619_58.dat 0.52 1.39 13043.20 13235.53 0.19 0.19 0.19 0.19 0.19 0.19
96 DE1619_59.dat 0.47 1.02 12823.20 13012.25 0.18 0.18 0.18 0.18 0.18 0.19
97 DE1619_61.dat 0.64 1.07 12405.10 12587.81 0.18 0.18 0.18 0.18 0.18 0.18
98 DE1619_62.dat 0.69 1.10 12206.44 12385.68 0.17 0.17 0.17 0.17 0.17 0.18
99 DE1619_63.dat 0.66 1.39 12013.91 12190.69 0.17 0.17 0.17 0.17 0.17 0.17
100 DE1619_64.dat 0.37 1.19 11827.40 12001.01 0.17 0.17 0.17 0.17 0.17 0.17
101 DE1619_65.dat 0.40 1.00 11646.97 11818.11 0.17 0.17 0.17 0.17 0.17 0.17
102 SC1612_58.dat 0.58 1.11 13042.95 13235.28 0.19 0.19 0.19 0.19 0.19 0.19
103 SC1612_59.dat 0.55 1.02 12823.00 13011.95 0.18 0.18 0.18 0.18 0.18 0.18
104 SC1612_60.dat 0.65 1.02 12610.43 12796.31 0.18 0.18 0.18 0.18 0.18 0.18
105 SC1612_61.dat 0.45 1.00 12404.91 12587.61 0.18 0.18 0.18 0.18 0.18 0.18
106 SC1612_62.dat 0.80 1.04 12206.24 12385.47 0.17 0.17 0.17 0.17 0.17 0.18
107 SC1612_63.dat 0.74 1.15 12013.71 12190.28 0.17 0.17 0.17 0.17 0.17 0.17
108 SC1612_64.dat 0.44 1.29 11827.25 12000.85 0.17 0.17 0.17 0.17 0.17 0.17
109 SC1612_65.dat 0.31 0.98 11646.80 11817.95 0.17 0.17 0.17 0.17 0.17 0.17
110 SC1622_58.dat 0.67 1.18 13045.60 13237.94 0.19 0.19 0.19 0.19 0.19 0.19
111 SC1622_59.dat 0.68 1.07 12825.64 13014.60 0.18 0.18 0.18 0.18 0.18 0.19
112 SC1622_60.dat 0.75 1.10 12613.06 12798.96 0.18 0.18 0.18 0.18 0.18 0.18
113 SC1622_61.dat 0.47 1.09 12407.63 12590.15 0.18 0.18 0.18 0.18 0.18 0.18
114 SC1622_62.dat 0.75 1.35 12208.77 12388.32 0.17 0.17 0.17 0.18 0.18 0.18
115 SC1622_63.dat 0.69 1.02 12016.41 12192.69 0.17 0.17 0.17 0.17 0.17 0.17
116 SC1622_64.dat 0.57 1.10 11829.62 12003.04 0.17 0.17 0.17 0.17 0.17 0.17
117 SC1622_65.dat 0.39 1.16 11649.42 11818.13 0.16 0.16 0.17 0.17 0.17 0.17
118 SC1623_58.dat 0.83 1.09 13045.11 13237.45 0.19 0.19 0.19 0.19 0.19 0.19
119 SC1623_59.dat 0.78 1.04 12825.12 13014.19 0.18 0.18 0.18 0.18 0.18 0.19
120 SC1623_60.dat 0.80 1.07 12612.61 12798.41 0.18 0.18 0.18 0.18 0.18 0.18
121 SC1623_61.dat 0.68 1.06 12407.00 12589.63 0.18 0.18 0.18 0.18 0.18 0.18
122 SC1623_62.dat 0.76 1.07 12208.31 12387.87 0.17 0.17 0.17 0.18 0.18 0.18
123 SC1623_63.dat 0.77 1.15 12015.87 12192.35 0.17 0.17 0.17 0.17 0.17 0.17
124 SC1623_64.dat 0.62 1.09 11829.34 12002.44 0.17 0.17 0.17 0.17 0.17 0.17
125 SC1623_65.dat 0.47 1.15 11648.90 11820.16 0.17 0.17 0.17 0.17 0.17 0.17
126 TWA5B_58.dat 0.68 1.17 13042.39 13234.70 0.19 0.19 0.19 0.19 0.19 0.19
127 TWA5B_59.dat 0.66 1.02 12822.45 13011.48 0.18 0.18 0.18 0.18 0.18 0.19
128 TWA5B_61.dat 0.55 1.01 12404.09 12587.20 0.18 0.18 0.18 0.18 0.18 0.18
129 TWA5B_62.dat 0.81 1.03 12205.91 12385.13 0.17 0.17 0.17 0.17 0.17 0.18
130 TWA5B_63.dat 0.74 1.04 12013.41 12190.07 0.17 0.17 0.17 0.17 0.17 0.17
131 TWA5B_64.dat 0.66 1.08 11826.84 12000.43 0.17 0.17 0.17 0.17 0.17 0.17
132 TWA5B_65.dat 0.48 1.03 11646.49 11818.34 0.17 0.17 0.17 0.17 0.17 0.17
133 US0066_58.dat 0.65 1.06 13042.92 13235.24 0.19 0.19 0.19 0.19 0.19 0.19
134 US0066_59.dat 0.57 1.00 12822.92 13011.97 0.18 0.18 0.18 0.18 0.18 0.19
135 US0066_60.dat 0.74 1.05 12610.39 12796.27 0.18 0.18 0.18 0.18 0.18 0.18
136 US0066_61.dat 0.58 1.03 12404.91 12587.51 0.18 0.18 0.18 0.18 0.18 0.18
137 US0066_62.dat 0.68 1.01 12206.21 12385.44 0.17 0.17 0.17 0.17 0.17 0.18
138 US0066_63.dat 0.76 1.07 12013.76 12190.43 0.17 0.17 0.17 0.17 0.17 0.17
139 US0066_64.dat 0.55 1.03 11826.94 12000.75 0.17 0.17 0.17 0.17 0.17 0.17
140 US0066_65.dat 0.45 1.00 11646.75 11817.38 0.16 0.17 0.17 0.17 0.17 0.17
141 US0100_58.dat 0.64 1.38 13043.10 13235.42 0.19 0.19 0.19 0.19 0.19 0.19
142 US0100_59.dat 0.49 1.01 12823.08 13012.12 0.18 0.18 0.18 0.18 0.18 0.19
143 US0100_61.dat 0.69 1.02 12405.00 12587.70 0.18 0.18 0.18 0.18 0.18 0.18
144 US0100_62.dat 0.73 1.14 12206.36 12385.59 0.17 0.17 0.17 0.17 0.17 0.18
145 US0100_63.dat 0.77 1.20 12013.80 12190.26 0.17 0.17 0.17 0.17 0.17 0.17
146 US0100_64.dat 0.57 1.19 11827.26 12000.76 0.17 0.17 0.17 0.17 0.17 0.17
147 US0100_65.dat 0.46 1.00 11646.83 11818.08 0.17 0.17 0.17 0.17 0.17 0.17
148 US0130_58.dat 0.54 1.42 13043.08 13235.40 0.19 0.19 0.19 0.19 0.19 0.19
149 US0130_59.dat 0.46 1.08 12823.05 13012.10 0.18 0.18 0.18 0.18 0.18 0.19
150 US0130_61.dat 0.44 1.01 12405.04 12587.64 0.18 0.18 0.18 0.18 0.18 0.18
151 US0130_62.dat 0.69 1.08 12206.33 12385.56 0.17 0.17 0.17 0.17 0.17 0.18
152 US0130_63.dat 0.55 1.14 12013.78 12190.24 0.17 0.17 0.17 0.17 0.17 0.17
153 US0130_64.dat 0.47 1.19 11827.36 12000.86 0.17 0.17 0.17 0.17 0.17 0.17
154 US0130_65.dat 0.29 1.00 11646.85 11818.00 0.17 0.17 0.17 0.17 0.17 0.17
155 ctau07_58.dat 0.66 1.13 13042.26 13234.77 0.19 0.19 0.19 0.19 0.19 0.19
156 ctau07_59.dat 0.70 1.15 12822.36 13011.40 0.18 0.18 0.18 0.18 0.18 0.19
157 ctau07_60.dat 0.67 1.00 12610.67 12796.53 0.18 0.18 0.18 0.18 0.18 0.18
158 ctau07_61.dat 0.63 1.02 12404.38 12586.96 0.18 0.18 0.18 0.18 0.18 0.18
159 ctau07_62.dat 0.78 1.15 12205.74 12385.16 0.17 0.17 0.17 0.17 0.18 0.18
160 ctau07_63.dat 0.79 1.08 12013.31 12189.65 0.17 0.17 0.17 0.17 0.17 0.17
161 ctau07_64.dat 0.60 1.07 11826.85 12000.13 0.17 0.17 0.17 0.17 0.17 0.17
162 ctau07_65.dat 0.43 1.05 11646.41 11816.32 0.16 0.17 0.17 0.17 0.17 0.17
163 denis0205_58.dat 0.59 1.04 13046.52 13238.74 0.19 0.19 0.19 0.19 0.19 0.19
164 denis0205_59.dat 0.48 1.18 12826.50 13015.45 0.18 0.18 0.18 0.18 0.18 0.19
165 denis0205_60.dat 0.51 1.02 12613.92 12799.59 0.18 0.18 0.18 0.18 0.18 0.18
166 denis0205_61.dat 0.46 1.01 12408.37 12590.98 0.18 0.18 0.18 0.18 0.18 0.18
167 denis0205_62.dat 0.52 1.01 12209.56 12388.99 0.17 0.17 0.17 0.17 0.18 0.18
168 denis0205_63.dat 0.25 1.19 12017.28 12194.37 0.17 0.17 0.17 0.17 0.17 0.17
169 denis0205_64.dat 0.16 1.01 11829.71 12003.83 0.17 0.17 0.17 0.17 0.17 0.17
170 denis0205_65.dat 0.22 1.19 11650.04 11820.68 0.17 0.17 0.17 0.17 0.17 0.17
171 g196-3b_58.dat 0.40 1.10 13045.64 13238.05 0.19 0.19 0.19 0.19 0.19 0.19
172 g196-3b_59.dat 0.48 1.00 12825.60 13014.53 0.18 0.18 0.18 0.18 0.18 0.18
173 g196-3b_60.dat 0.40 1.75 12613.05 12798.71 0.18 0.18 0.18 0.18 0.18 0.18
174 g196-3b_61.dat 0.19 1.01 12407.55 12590.04 0.18 0.18 0.18 0.18 0.18 0.18
175 g196-3b_62.dat 0.40 1.01 12208.75 12387.97 0.17 0.17 0.17 0.17 0.17 0.18
176 g196-3b_63.dat 0.30 1.04 12016.30 12192.76 0.17 0.17 0.17 0.17 0.17 0.17
177 g196-3b_64.dat -0.61 1.01 11829.87 12003.05 0.17 0.17 0.17 0.17 0.17 0.17
178 g196-3b_65.dat 0.02 1.00 11649.25 11820.58 0.17 0.17 0.17 0.17 0.17 0.17
179 gd165b_58.dat 0.51 1.00 13046.13 13238.45 0.19 0.19 0.19 0.19 0.19 0.19
180 gd165b_59.dat 0.42 1.00 12826.03 13014.97 0.18 0.18 0.18 0.18 0.18 0.18
181 gd165b_60.dat 0.35 1.00 12613.49 12799.16 0.18 0.18 0.18 0.18 0.18 0.18
182 gd165b_61.dat 0.09 1.01 12407.96 12590.56 0.18 0.18 0.18 0.18 0.18 0.18
183 gd165b_62.dat 0.17 1.00 12209.15 12388.58 0.17 0.17 0.17 0.17 0.18 0.18
184 gd165b_63.dat -0.01 1.00 12016.68 12193.04 0.17 0.17 0.17 0.17 0.17 0.17
185 gd165b_64.dat 0.13 1.07 11829.28 12003.49 0.17 0.17 0.17 0.17 0.17 0.17
186 gd165b_65.dat -0.40 1.21 11648.33 11818.96 0.17 0.17 0.17 0.17 0.17 0.17
187 gl577BC_58.dat 0.68 1.15 13042.98 13235.40 0.19 0.19 0.19 0.19 0.19 0.19
188 gl577BC_59.dat 0.81 1.02 12823.07 13012.11 0.18 0.18 0.18 0.18 0.18 0.19
189 gl577BC_61.dat 0.66 1.05 12405.13 12587.73 0.18 0.18 0.18 0.18 0.18 0.18
190 gl577BC_62.dat 0.76 1.02 12206.52 12385.65 0.17 0.17 0.17 0.17 0.17 0.18
191 gl577BC_63.dat 0.84 1.05 12014.03 12190.49 0.17 0.17 0.17 0.17 0.17 0.17
192 gl577BC_64.dat 0.63 1.13 11827.85 12000.93 0.17 0.17 0.17 0.17 0.17 0.17
193 gl577BC_65.dat 0.54 1.08 11646.99 11817.11 0.17 0.17 0.17 0.17 0.17 0.17
194 gy0005_58.dat 0.67 1.14 13043.27 13235.59 0.19 0.19 0.19 0.19 0.19 0.19
195 gy0005_59.dat 0.58 1.04 12823.23 13012.38 0.18 0.18 0.18 0.18 0.18 0.19
196 gy0005_61.dat 0.58 1.01 12405.20 12587.91 0.18 0.18 0.18 0.18 0.18 0.18
197 gy0005_62.dat 0.87 1.07 12206.66 12385.78 0.17 0.17 0.17 0.17 0.17 0.18
198 gy0005_63.dat 0.82 1.07 12013.97 12190.54 0.17 0.17 0.17 0.17 0.17 0.17
199 gy0005_64.dat 0.60 1.05 11827.97 12001.07 0.17 0.17 0.17 0.17 0.17 0.17
200 gy0005_65.dat 0.51 1.00 11647.07 11818.42 0.17 0.17 0.17 0.17 0.17 0.17
201 kelu1_58.dat 0.62 1.00 13046.08 13238.29 0.19 0.19 0.19 0.19 0.19 0.19
202 kelu1_59.dat 0.54 1.01 12826.06 13015.00 0.18 0.18 0.18 0.18 0.18 0.18
203 kelu1_60.dat 0.68 1.00 12613.49 12799.15 0.18 0.18 0.18 0.18 0.18 0.18
204 kelu1_61.dat 0.34 1.00 12407.88 12590.58 0.18 0.18 0.18 0.18 0.18 0.18
205 kelu1_62.dat 0.47 1.00 12209.13 12388.66 0.17 0.17 0.17 0.17 0.18 0.18
206 kelu1_63.dat 0.47 1.00 12016.71 12193.07 0.17 0.17 0.17 0.17 0.17 0.17
207 kelu1_64.dat 0.19 1.00 11829.32 12003.43 0.17 0.17 0.17 0.17 0.17 0.17
208 kelu1_65.dat 0.18 1.00 11649.66 11821.62 0.17 0.17 0.17 0.17 0.17 0.17
209 l40258_58.dat 0.63 1.15 13049.26 13241.05 0.19 0.19 0.19 0.19 0.19 0.19
210 l40258_59.dat 0.69 1.03 12828.85 13017.68 0.18 0.18 0.18 0.18 0.18 0.18
211 l40258_60.dat 0.72 1.01 12616.29 12801.84 0.18 0.18 0.18 0.18 0.18 0.18
212 l40258_61.dat 0.29 1.02 12410.99 12593.27 0.18 0.18 0.18 0.18 0.18 0.18
213 l40258_62.dat 0.69 1.05 12212.12 12391.34 0.17 0.17 0.17 0.17 0.17 0.18
214 l40258_63.dat 0.66 1.04 12019.57 12195.82 0.17 0.17 0.17 0.17 0.17 0.17
215 l40258_64.dat 0.50 1.05 11833.27 12006.24 0.17 0.17 0.17 0.17 0.17 0.17
216 l40258_65.dat 0.24 1.05 11651.86 11824.73 0.17 0.17 0.17 0.17 0.17 0.17
217 l41231_58.dat 0.68 1.08 13049.92 13241.72 0.19 0.19 0.19 0.19 0.19 0.19
218 l41231_59.dat 0.69 1.01 12829.84 13018.58 0.18 0.18 0.18 0.18 0.18 0.18
219 l41231_60.dat 0.71 1.02 12616.89 12802.55 0.18 0.18 0.18 0.18 0.18 0.18
220 l41231_61.dat 0.36 1.06 12411.62 12593.91 0.18 0.18 0.18 0.18 0.18 0.18
221 l41231_62.dat 0.71 1.01 12212.74 12391.96 0.17 0.17 0.17 0.17 0.17 0.18
222 l41231_63.dat 0.59 1.00 12020.25 12196.30 0.17 0.17 0.17 0.17 0.17 0.17
223 l41231_64.dat 0.50 1.03 11833.42 12006.71 0.17 0.17 0.17 0.17 0.17 0.17
224 l41231_65.dat 0.22 1.00 11652.55 11822.46 0.16 0.17 0.17 0.17 0.17 0.17
225 sdss0423_58.dat 0.73 1.02 13045.85 13239.21 0.19 0.19 0.19 0.19 0.19 0.19
226 sdss0423_59.dat 0.70 1.10 12826.94 13016.10 0.18 0.18 0.18 0.18 0.18 0.19
227 sdss0423_60.dat 0.80 1.00 12614.54 12800.22 0.18 0.18 0.18 0.18 0.18 0.18
228 sdss0423_61.dat 0.50 1.03 12408.86 12591.38 0.18 0.18 0.18 0.18 0.18 0.18
229 sdss0423_62.dat 0.76 1.00 12210.03 12389.58 0.17 0.17 0.17 0.18 0.18 0.18
230 sdss0423_63.dat 0.69 1.03 12017.64 12194.22 0.17 0.17 0.17 0.17 0.17 0.17
231 sdss0423_64.dat 0.57 1.03 11830.24 12004.47 0.17 0.17 0.17 0.17 0.17 0.17
232 sdss0423_65.dat 0.22 1.01 11650.51 11821.06 0.17 0.17 0.17 0.17 0.17 0.17
233 sdss1254_58.dat 0.48 1.02 13045.62 13237.93 0.19 0.19 0.19 0.19 0.19 0.19
234 sdss1254_59.dat 0.50 1.01 12825.63 13014.36 0.18 0.18 0.18 0.18 0.18 0.18
235 sdss1254_60.dat 0.64 1.12 12612.98 12798.75 0.18 0.18 0.18 0.18 0.18 0.18
236 sdss1254_61.dat 0.33 1.02 12407.41 12590.01 0.18 0.18 0.18 0.18 0.18 0.18
237 sdss1254_62.dat 0.52 1.05 12208.63 12388.16 0.17 0.17 0.17 0.17 0.18 0.18
238 sdss1254_63.dat 0.27 1.00 12016.14 12192.70 0.17 0.17 0.17 0.17 0.17 0.17
239 sdss1254_64.dat 0.19 1.01 11829.70 12003.08 0.17 0.17 0.17 0.17 0.17 0.17
240 sdss1254_65.dat -0.63 1.42 11649.14 11820.38 0.17 0.17 0.17 0.17 0.17 0.17
241 sori12_58.dat 0.59 1.09 13050.12 13242.04 0.19 0.19 0.19 0.19 0.19 0.19
242 sori12_59.dat 0.66 1.13 12830.08 13018.83 0.18 0.18 0.18 0.18 0.18 0.18
243 sori12_60.dat 0.67 1.02 12617.24 12802.72 0.18 0.18 0.18 0.18 0.18 0.18
244 sori12_61.dat 0.62 1.08 12411.85 12594.36 0.18 0.18 0.18 0.18 0.18 0.18
245 sori12_62.dat 0.80 1.38 12212.99 12392.22 0.17 0.17 0.17 0.17 0.17 0.18
246 sori12_63.dat 0.71 1.13 12020.45 12196.61 0.17 0.17 0.17 0.17 0.17 0.17
247 sori12_64.dat 0.57 1.37 11833.64 12006.94 0.17 0.17 0.17 0.17 0.17 0.17
248 sori12_65.dat 0.41 1.23 11653.96 11824.60 0.17 0.17 0.17 0.17 0.17 0.17
249 wolf359_58.dat 0.56 1.01 13044.71 13237.74 0.19 0.19 0.19 0.19 0.19 0.19
250 wolf359_59.dat 0.58 1.03 12825.52 13014.55 0.18 0.18 0.18 0.18 0.18 0.19
251 wolf359_60.dat 0.63 1.01 12613.06 12798.82 0.18 0.18 0.18 0.18 0.18 0.18
252 wolf359_61.dat 0.28 1.02 12407.48 12590.17 0.18 0.18 0.18 0.18 0.18 0.18
253 wolf359_62.dat 0.74 1.02 12208.64 12388.16 0.17 0.17 0.17 0.17 0.18 0.18
254 wolf359_63.dat 0.66 1.01 12016.32 12192.77 0.17 0.17 0.17 0.17 0.17 0.17
255 wolf359_64.dat 0.44 1.03 11828.89 12003.09 0.17 0.17 0.17 0.17 0.17 0.17
256 wolf359_65.dat 0.20 1.05 11649.14 11819.66 0.16 0.17 0.17 0.17 0.17 0.17
nfs[3] <- nf

Main conclusions are:

Study of GRID based syntetic spectra

The PHOENIX Grid has been used (called as BT-SETTL) and some of the spectra fit into the M class type. First step will be to process all the filenames in order to identify physical parameters. Then it will be possible to identify the interesting subset. ## Anexes

In following sections you wil find pictures for different datasets

IPAC dataset

par(mfrow = c(1, 2))
dibuja_combi <- function(dat, dsp = TRUE, df = TRUE) {
    data <- dat$data
    nom <- dat$name
    if (df) {
        plot(data[, 1], data[, 2], type = "l", main = nom, xlab = "Anstrongs", 
            ylab = "erg*cm2/(s*A)")
    }
    if (dsp) {
        sp <- spectrum(ts(data = as.numeric(data[, 2])), plot = dsp)
    }
}
for (i in 1:nfs[1]) {
    dibuja_combi(ipc[[i]])
}

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overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview 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overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview plot of chunk overview

IRTF dataset

par(mfrow = c(1, 2))
for (i in 1:nfs[2]) {
    dibuja_combi(irf[[i]])
}
## Error: missing values in object
plot of chunk overview2

plot of chunk overview2

BDSS dataset

par(mfrow = c(1, 2))
for (i in 1:nfs[3]) {
    dibuja_combi(bds[[i]])
}

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overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3 plot of chunk overview3