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Commit 3b454804 authored by Jose Miguel Ladino Mendez's avatar Jose Miguel Ladino Mendez
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Entrega de tarea clase08 modificación final

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codigo/.ipynb_checkpoints/
# Repo dedicado a la tarea de las clases 6 y 8
##
## Documentos de la tarea:
##
### codigo: analisis_data_csv_and_root.ipynb donde estan todos los procedimientos y desarrollos analíticos de los datos, junto con el archivo convert_csv_to_root.ipynb para covertir la base de datos .csv a .root. Ambos con sus correspodientes .html
##
### data-used: base de datos stars.csv, tomada de https://n9.cl/v78g7, sobre 240 estrellas y algunas características de estas, junto con el archivo starsmod.csv que es el mismo anterior pero sin comas y espacios.
### reporte: presentación de reporte Presentacion_reporte.pdf bajo los requerimientos acordados en clase.
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%% Cell type:markdown id: tags:
# José Miguel Ladino Méndez - Maestría en Ciencias Astronomía - UNAL
# LACoNGA Physics - Ciencia de Datos - Tarea-Clase-08-datos
%% Cell type:markdown id: tags:
## Documento ROOT C++ para convertir .csv data a .root
## Realizado desde la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 a través de Oracle VM VirtualBox.
#### Datos .csv con las temperaturas, las luminosidades, los radios, las magnitudes absolutas, los tipos, los colores y las correspondientes clasificaciónes espectrales de 240 estrellas ([base de datos de Kaggle]).
[base de datos de Kaggle]: https://www.kaggle.com/deepu1109/star-dataset?select=6+class+csv.csv
%% Cell type:code id: tags:
``` c++
%jsroot on
```
%% Cell type:code id: tags:
``` c++
TString dir = gSystem->UnixPathName(__FILE__);
dir.ReplaceAll("stars.C","");
dir.ReplaceAll("/./","/");
```
%% Cell type:code id: tags:
``` c++
TFile *f = new TFile("starsmod.root","RECREATE");
```
%% Cell type:code id: tags:
``` c++
TTree *tree = new TTree("ntuple","data from csv file");
// The file inside has ----> Indice, Temperature (K), Luminosity(L/Lo), Radius(R/Ro), Absolute magnitude(Mv), Star type, Star color, Spectral Class
tree->ReadFile("starsmod.csv","index/I:Temperature/F:Luminosity/F:Radius/F:Absolute_magnitude/F:Star_type/C:Star_color/C:Spectral_Class/C",',');
f->Write();
```
%% Output
Warning in <TTree::ReadStream>: Couldn't read formatted data in "Temperature(K)" for branch Temperature on line 1; ignoring line
Warning in <TTree::ReadStream>: Read too few columns (2 < 8) in line 1; ignoring line
%% Cell type:code id: tags:
``` c++
TFile *_file0 = TFile::Open("starsmod.root");
```
Temperature(K),Luminosity(L/Lo),Radius(R/Ro),Absolute_magnitude(Mv),Star_type,Star_color,Spectral_Class
3068,0.0024,0.17,16.12,0,Red,M
3042,0.0005,0.1542,16.6,0,Red,M
2600,0.0003,0.102,18.7,0,Red,M
2800,0.0002,0.16,16.65,0,Red,M
1939,0.000138,0.103,20.06,0,Red,M
2840,0.00065,0.11,16.98,0,Red,M
2637,0.00073,0.127,17.22,0,Red,M
2600,0.0004,0.096,17.4,0,Red,M
2650,0.00069,0.11,17.45,0,Red,M
2700,0.00018,0.13,16.05,0,Red,M
3600,0.0029,0.51,10.69,1,Red,M
3129,0.0122,0.3761,11.79,1,Red,M
3134,0.0004,0.196,13.21,1,Red,M
3628,0.0055,0.393,10.48,1,Red,M
2650,0.0006,0.14,11.782,1,Red,M
3340,0.0038,0.24,13.07,1,Red,M
2799,0.0018,0.16,14.79,1,Red,M
3692,0.00367,0.47,10.8,1,Red,M
3192,0.00362,0.1967,13.53,1,Red,M
3441,0.039,0.351,11.18,1,Red,M
25000,0.056,0.0084,10.58,2,Blue White,B
7740,0.00049,0.01234,14.02,2,White,A
7220,0.00017,0.011,14.23,2,White,F
8500,0.0005,0.01,14.5,2,White,A
16500,0.013,0.014,11.89,2,Blue White,B
12990,0.000085,0.00984,12.23,2,Yellowish White,F
8570,0.00081,0.0097,14.2,2,Blue white,A
7700,0.00011,0.0128,14.47,2,Yellowish White,F
11790,0.00015,0.011,12.59,2,Yellowish White,F
7230,0.00008,0.013,14.08,2,Pale yellow orange,F
39000,204000,10.6,-4.7,3,Blue,O
30000,28840,6.3,-4.2,3,Blue-white,B
15276,1136,7.2,-1.97,3,Blue-white,B
9700,74,2.89,0.16,3,Whitish,B
5800,0.81,0.9,5.05,3,yellow-white,F
8052,8.7,1.8,2.42,3,Whitish,A
6757,1.43,1.12,2.41,3,yellow-white,F
6380,1.35,0.98,2.93,3,yellow-white,F
5936,1.357,1.106,4.46,3,yellow-white,F
5587,0.819,0.99,5.03,3,yellow-white,F
3826,200000,19,-6.93,4,Red,M
3365,340000,23,-6.2,4,Red,M
3270,150000,88,-6.02,4,Red,M
3200,195000,17,-7.22,4,Red,M
3008,280000,25,-6,4,Red,M
3600,320000,29,-6.6,4,Red,M
3575,123000,45,-6.78,4,Red,M
3574,200000,89,-5.24,4,Red,M
3625,184000,84,-6.74,4,Red,M
33750,220000,26,-6.1,4,Blue,B
3490,270000,1520,-9.4,5,Red,M
3750,283000,1260,-7.63,5,Red,M
3834,272000,1183,-9.2,5,Red,M
3749,550000,1648,-8.05,5,Orange,M
3650,310000,1324,-7.79,5,Red,M
3450,263000,1349,-11.75,5,Red,M
3660,363000,1673,-11.92,5,Red,M
3450,174000,1284,-11.28,5,Red,M
3752,209000,955,-11.24,5,Red,M
3535,195000,1546,-11.36,5,Red,M
3341,0.0056,0.057,16.23,0,Red,M
3432,0.00067,0.19,16.94,0,Red,M
2983,0.00024,0.094,16.09,0,Red,M
2835,0.00034,0.0918,16.96,0,Red,M
2935,0.00014,0.116,18.89,0,Red,M
3295,0.00098,0.132,17.13,0,Red,M
2945,0.00032,0.093,18.34,0,Red,M
2817,0.00098,0.0911,16.45,0,Red,M
2774,0.00036,0.118,17.39,0,Red,M
2871,0.00072,0.12,19.43,0,Red,M
3345,0.021,0.273,12.3,1,Red,M
3607,0.022,0.38,10.12,1,Red,M
3304,0.0085,0.18,13.2,1,Red,M
3150,0.0088,0.35,11.94,1,Red,M
3550,0.004,0.291,10.89,1,Red,M
3180,0.001,0.35,11.76,1,Red,M
2890,0.0034,0.24,13.46,1,Red,M
3342,0.0015,0.307,11.87,1,Red,M
2621,0.0006,0.098,12.81,1,Red,M
3158,0.00135,0.161,13.98,1,Red,M
7100,0.00029,0.012,14.09,2,White-Yellow,F
10574,0.00014,0.0092,12.02,2,White,F
8930,0.00056,0.0095,13.78,2,white,A
17200,0.00098,0.015,12.45,2,Blue White,B
14100,0.00067,0.0089,12.17,2,Blue White,B
9675,0.00045,0.0109,13.98,2,Blue White,A
12010,0.00078,0.0092,12.13,2,Blue White,B
10980,0.00074,0.0087,11.19,2,Blue White,B
13720,0.00018,0.00892,12.97,2,white,F
19860,0.0011,0.0131,11.34,2,Blue ,B
5300,0.59,0.91,5.49,3,yellow-white,F
4526,0.153,0.865,6.506,3,yellowish,K
4077,0.085,0.795,6.228,3,yellowish,K
4980,0.357,1.13,4.78,3,Yellowish,K
9030,45,2.63,1.45,3,Blue-white,A
11250,672,6.98,-2.3,3,Blue-white,A
5112,0.63,0.876,4.68,3,Orange-Red,K
7720,7.92,1.34,2.44,3,yellow-white,F
12098,689,7.01,0.02,3,Blue-white,A
36108,198000,10.2,-4.4,3,Blue,O
33300,240000,12,-6.5,4,Blue,B
40000,813000,14,-6.23,4,Blue,O
23000,127000,36,-5.76,4,Blue,O
17120,235000,83,-6.89,4,Blue,O
11096,112000,12,-5.91,4,Blue,O
14245,231000,42,-6.12,4,Blue,O
24630,363000,63,-5.83,4,Blue,O
12893,184000,36,-6.34,4,Blue,O
24345,142000,57,-6.24,4,Blue,O
33421,352000,67,-5.79,4,Blue,O
3459,100000,1289,-10.7,5,Red,M
3605,126000,1124,-10.81,5,Red,M
3615,200000,1635,-11.33,5,Red,M
3399,117000,1486,-10.92,5,Red,M
3610,132000,1522,-10.86,5,Red,M
3553,145000,1324,-11.03,5,Red,M
4015,282000,1534,-11.39,5,Red,K
3625,74000,876,-10.25,5,Red,M
6850,229000,1467,-10.07,5,Red,G
3780,200000,1324,-10.7,5,Red,M
3323,0.00043,0.0912,17.16,0,Red,M
3531,0.00093,0.0976,19.94,0,Red,M
3218,0.00054,0.11,20.02,0,Red,M
3146,0.00015,0.0932,16.92,0,Red,M
3511,0.00064,0.109,17.12,0,Red,M
3225,0.00076,0.121,19.63,0,Red,M
2935,0.00087,0.0932,16.88,0,Red,M
2861,0.00019,0.0899,16.71,0,Red,M
2856,0.000896,0.0782,19.56,0,Red,M
2731,0.000437,0.0856,18.09,0,Red,M
3095,0.00019,0.492,10.87,1,Red,M
3607,0.00023,0.38,10.34,1,Red,M
3100,0.008,0.31,11.17,1,Red,M
2989,0.0087,0.34,13.12,1,Red,M
3542,0.0009,0.62,14.23,1,Red,M
3243,0.0023,0.73,14.75,1,Red,M
3091,0.0081,0.24,11.43,1,Red,M
3598,0.0011,0.56,14.26,1,Red,M
3324,0.0034,0.34,12.23,1,Red,M
3541,0.0013,0.256,14.33,1,Red,M
13420,0.00059,0.00981,13.67,2,Blue White,B
21020,0.0015,0.0112,11.52,2,Blue,B
18290,0.0013,0.00934,12.78,2,Blue,B
14520,0.00082,0.00972,11.92,2,Blue White,B
11900,0.00067,0.00898,11.38,2,Blue white ,B
8924,0.00028,0.00879,14.87,2,Blue white,A
12912,0.00071,0.00945,12.83,2,Blue white,B
14732,0.00011,0.00892,12.89,2,white,F
7723,0.00014,0.00878,14.81,2,White,A
12984,0.00088,0.00996,11.23,2,Blue White,B
29560,188000,6.02,-4.01,3,Blue-white,B
8945,38,2.487,0.12,3,Blue-White,A
14060,1092,5.745,-2.04,3,Blue-white,A
16390,1278,5.68,-3.32,3,Blue-white,B
25070,14500,5.92,-3.98,3,Blue-white,B
28700,16790,6.4,-4.09,3,Blue-white,B
26140,14520,5.49,-3.8,3,Blue-white,B
20120,4720,6.78,-3.4,3,Blue-white,B
13023,998,6.21,-1.38,3,Blue-white,A
37800,202900,6.86,-4.56,3,Blue,O
25390,223000,57,-5.92,4,Blue,O
11567,251000,36,-6.245,4,Blue,O
12675,452000,83,-5.62,4,Blue,O
5752,245000,97,-6.63,4,Blue,O
8927,239000,35,-7.34,4,Blue,O
7282,131000,24,-7.22,4,Blue,O
19923,152000,73,-5.69,4,Blue,O
26373,198000,39,-5.83,4,Blue,O
17383,342900,30,-6.09,4,Blue,O
9373,424520,24,-5.99,4,Blue,O
3570,320000,1480,-7.58,5,Red,M
3500,138000,1420,-8.18,5,Red,M
4287,630000,1315,-9.2,5,Orange,K
26000,316000,1679,-9.1,5,Blue,B
3600,240000,1190,-7.89,5,Red,M
3614,145000,1553,-7.71,5,Red,M
18000,200000,1045,-8.3,5,Blue,O
11000,170000,1779,-9.9,5,Blue-white,B
12100,120000,708.9,-7.84,5,Blue-white,B
24490,248490,1134.5,-8.24,5,Blue-white,B
2831,0.000231,0.0915,16.21,0,Red,M
2914,0.000631,0.116,18.39,0,Red,M
3419,0.000245,0.126,17.56,0,Red,M
3218,0.000452,0.0987,17.34,0,Red,M
3453,0.000621,0.0773,17.08,0,Red,M
2889,0.000352,0.0973,16.93,0,Red,M
2968,0.000461,0.119,17.45,0,Red,M
3484,0.000551,0.0998,16.67,0,Red,M
2778,0.000849,0.112,19.45,0,Red,M
3523,0.000957,0.129,16.35,0,Red,M
3462,0.0053,0.148,11.47,1,Red,M
3257,0.0024,0.46,10.73,1,Red,M
2994,0.0072,0.28,13.45,1,Red,M
3212,0.0016,0.378,12.854,1,Red,M
3523,0.0054,0.319,12.43,1,Red,M
3598,0.0027,0.67,13.667,1,Red,M
3142,0.00132,0.258,14.12,1,Red,M
3496,0.00125,0.336,14.94,1,Red,M
3324,0.0065,0.471,12.78,1,Red,M
3463,0.0027,0.675,14.776,1,Red,M
16790,0.0014,0.0121,12.87,2,Blue,B
15680,0.00122,0.0114,11.92,2,Blue,B
14982,0.00118,0.0113,12.23,2,Blue,B
13340,0.00109,0.0116,12.9,2,Blue,B
18340,0.00134,0.0124,11.22,2,Blue,B
19920,0.00156,0.0142,11.34,2,Blue,B
24020,0.00159,0.0127,10.55,2,Blue,B
23092,0.00132,0.0104,10.18,2,Blue,B
17920,0.00111,0.0106,11.66,2,Blue,B
19360,0.00125,0.00998,11.62,2,Blue,B
22350,12450,6.36,-3.67,3,Blue-white,B
10012,552,5.856,0.013,3,Blue-white,A
13089,788,5.992,-0.12,3,Blue-white,A
22012,6748,6.64,-2.55,3,Blue-white,B
34190,198200,6.39,-4.57,3,Blue,O
32460,173800,6.237,-4.36,3,Blue,O
9320,29,1.91,1.236,3,Blue-white,A
19400,10920,6.03,-3.08,3,Blue-white,B
17140,883,5.653,-2.64,3,Blue-white,B
8250,9.25,1.93,-0.98,3,yellow-white,F
23678,244290,35,-6.27,4,Blue,O
12749,332520,76,-7.02,4,Blue,O
9383,342940,98,-6.98,4,Blue,O
23440,537430,81,-5.975,4,Blue,O
16787,246730,62,-6.35,4,Blue,O
18734,224780,46,-7.45,4,Blue,O
9892,593900,80,-7.262,4,Blue,O
10930,783930,25,-6.224,4,Blue,O
23095,347820,86,-5.905,4,Blue,O
21738,748890,92,-7.346,4,Blue,O
24145,382993,1494,-8.84,5,Blue-white,B
38234,272830,1356,-9.29,5,Blue,O
32489,648430,1948.5,-10.84,5,Blue,O
27739,849420,1252,-7.59,5,Blue-white,B
21904,748490,1130,-7.67,5,Blue-white,B
38940,374830,1356,-9.93,5,Blue,O
30839,834042,1194,-10.63,5,Blue,O
8829,537493,1423,-10.73,5,White,A
9235,404940,1112,-11.23,5,White,A
37882,294903,1783,-7.8,5,Blue,O
,Temperature(K),Luminosity(L/Lo),Radius(R/Ro),Absolute_magnitude(Mv),Star_type,Star_color,Spectral_Class
0,3068,0.0024,0.17,16.12,0,Red,M
1,3042,0.0005,0.1542,16.6,0,Red,M
2,2600,0.0003,0.102,18.7,0,Red,M
3,2800,0.0002,0.16,16.65,0,Red,M
4,1939,0.000138,0.10300000000000001,20.06,0,Red,M
5,2840,0.00065,0.11,16.98,0,Red,M
6,2637,0.00073,0.127,17.22,0,Red,M
7,2600,0.0004,0.096,17.4,0,Red,M
8,2650,0.0006900000000000001,0.11,17.45,0,Red,M
9,2700,0.00018,0.13,16.05,0,Red,M
10,3600,0.0029,0.51,10.69,1,Red,M
11,3129,0.0122,0.3761,11.79,1,Red,M
12,3134,0.0004,0.196,13.21,1,Red,M
13,3628,0.0055,0.39299999999999996,10.48,1,Red,M
14,2650,0.0006,0.14,11.782,1,Red,M
15,3340,0.0038,0.24,13.07,1,Red,M
16,2799,0.0018,0.16,14.79,1,Red,M
17,3692,0.00367,0.47,10.8,1,Red,M
18,3192,0.0036200000000000004,0.1967,13.53,1,Red,M
19,3441,0.039,0.35100000000000003,11.18,1,Red,M
20,25000,0.055999999999999994,0.0084,10.58,2,Blue_White,B
21,7740,0.00049,0.01234,14.02,2,White,A
22,7220,0.00016999999999999999,0.011000000000000001,14.23,2,White,F
23,8500,0.0005,0.01,14.5,2,White,A
24,16500,0.013000000000000001,0.013999999999999999,11.89,2,Blue_White,B
25,12990,8.499999999999999e-05,0.00984,12.23,2,Yellowish_White,F
26,8570,0.00081,0.0097,14.2,2,Blue_white,A
27,7700,0.00011,0.0128,14.47,2,Yellowish_White,F
28,11790,0.00015,0.011000000000000001,12.59,2,Yellowish_White,F
29,7230,8e-05,0.013000000000000001,14.08,2,Pale_yellow_orange,F
30,39000,204000.0,10.6,-4.7,3,Blue,O
31,30000,28840.0,6.3,-4.2,3,Blue-white,B
32,15276,1136.0,7.2,-1.97,3,Blue-white,B
33,9700,74.0,2.89,0.16,3,Whitish,B
34,5800,0.81,0.9,5.05,3,yellow-white,F
35,8052,8.7,1.8,2.42,3,Whitish,A
36,6757,1.43,1.12,2.41,3,yellow-white,F
37,6380,1.35,0.98,2.93,3,yellow-white,F
38,5936,1.357,1.1059999999999999,4.46,3,yellow-white,F
39,5587,0.8190000000000001,0.99,5.03,3,yellow-white,F
40,3826,200000.0,19.0,-6.93,4,Red,M
41,3365,340000.0,23.0,-6.2,4,Red,M
42,3270,150000.0,88.0,-6.02,4,Red,M
43,3200,195000.0,17.0,-7.22,4,Red,M
44,3008,280000.0,25.0,-6.0,4,Red,M
45,3600,320000.0,29.0,-6.6,4,Red,M
46,3575,123000.0,45.0,-6.78,4,Red,M
47,3574,200000.0,89.0,-5.24,4,Red,M
48,3625,184000.0,84.0,-6.74,4,Red,M
49,33750,220000.0,26.0,-6.1,4,Blue,B
50,3490,270000.0,1520.0,-9.4,5,Red,M
51,3750,283000.0,1260.0,-7.63,5,Red,M
52,3834,272000.0,1183.0,-9.2,5,Red,M
53,3749,550000.0,1648.0,-8.05,5,Orange,M
54,3650,310000.0,1324.0,-7.79,5,Red,M
55,3450,263000.0,1349.0,-11.75,5,Red,M
56,3660,363000.0,1673.0,-11.92,5,Red,M
57,3450,174000.0,1284.0,-11.28,5,Red,M
58,3752,209000.0,955.0,-11.24,5,Red,M
59,3535,195000.0,1546.0,-11.36,5,Red,M
60,3341,0.0056,0.057,16.23,0,Red,M
61,3432,0.00067,0.19,16.94,0,Red,M
62,2983,0.00023999999999999998,0.094,16.09,0,Red,M
63,2835,0.00033999999999999997,0.0918,16.96,0,Red,M
64,2935,0.00014,0.11599999999999999,18.89,0,Red,M
65,3295,0.00098,0.132,17.13,0,Red,M
66,2945,0.00032,0.09300000000000001,18.34,0,Red,M
67,2817,0.00098,0.0911,16.45,0,Red,M
68,2774,0.00036,0.11800000000000001,17.39,0,Red,M
69,2871,0.00072,0.12,19.43,0,Red,M
70,3345,0.021,0.273,12.3,1,Red,M
71,3607,0.022000000000000002,0.38,10.12,1,Red,M
72,3304,0.0085,0.18,13.2,1,Red,M
73,3150,0.0088,0.35,11.94,1,Red,M
74,3550,0.004,0.29100000000000004,10.89,1,Red,M
75,3180,0.001,0.35,11.76,1,Red,M
76,2890,0.0034,0.24,13.46,1,Red,M
77,3342,0.0015,0.307,11.87,1,Red,M
78,2621,0.0006,0.098,12.81,1,Red,M
79,3158,0.00135,0.161,13.98,1,Red,M
80,7100,0.00029,0.012,14.09,2,White-Yellow,F
81,10574,0.00014,0.0092,12.02,2,White,F
82,8930,0.00056,0.0095,13.78,2,white,A
83,17200,0.00098,0.015,12.45,2,Blue_White,B
84,14100,0.00067,0.0089,12.17,2,Blue_White,B
85,9675,0.00045,0.0109,13.98,2,Blue_White,A
86,12010,0.00078,0.0092,12.13,2,Blue_White,B
87,10980,0.00074,0.0087,11.19,2,Blue_White,B
88,13720,0.00018,0.00892,12.97,2,white,F
89,19860,0.0011,0.0131,11.34,2,Blue_,B
90,5300,0.59,0.91,5.49,3,yellow-white,F
91,4526,0.153,0.865,6.506,3,yellowish,K
92,4077,0.085,0.795,6.228,3,yellowish,K
93,4980,0.35700000000000004,1.13,4.78,3,Yellowish,K
94,9030,45.0,2.63,1.45,3,Blue-white,A
95,11250,672.0,6.98,-2.3,3,Blue-white,A
96,5112,0.63,0.8759999999999999,4.68,3,Orange-Red,K
97,7720,7.92,1.34,2.44,3,yellow-white,F
98,12098,689.0,7.01,0.02,3,Blue-white,A
99,36108,198000.0,10.2,-4.4,3,Blue,O
100,33300,240000.0,12.0,-6.5,4,Blue,B
101,40000,813000.0,14.0,-6.23,4,Blue,O
102,23000,127000.0,36.0,-5.76,4,Blue,O
103,17120,235000.0,83.0,-6.89,4,Blue,O
104,11096,112000.0,12.0,-5.91,4,Blue,O
105,14245,231000.0,42.0,-6.12,4,Blue,O
106,24630,363000.0,63.0,-5.83,4,Blue,O
107,12893,184000.0,36.0,-6.34,4,Blue,O
108,24345,142000.0,57.0,-6.24,4,Blue,O
109,33421,352000.0,67.0,-5.79,4,Blue,O
110,3459,100000.0,1289.0,-10.7,5,Red,M
111,3605,126000.0,1124.0,-10.81,5,Red,M
112,3615,200000.0,1635.0,-11.33,5,Red,M
113,3399,117000.0,1486.0,-10.92,5,Red,M
114,3610,132000.0,1522.0,-10.86,5,Red,M
115,3553,145000.0,1324.0,-11.03,5,Red,M
116,4015,282000.0,1534.0,-11.39,5,Red,K
117,3625,74000.0,876.0,-10.25,5,Red,M
118,6850,229000.0,1467.0,-10.07,5,Red,G
119,3780,200000.0,1324.0,-10.7,5,Red,M
120,3323,0.00043,0.0912,17.16,0,Red,M
121,3531,0.00093,0.0976,19.94,0,Red,M
122,3218,0.00054,0.11,20.02,0,Red,M
123,3146,0.00015,0.0932,16.92,0,Red,M
124,3511,0.00064,0.109,17.12,0,Red,M
125,3225,0.0007599999999999999,0.121,19.63,0,Red,M
126,2935,0.0008699999999999999,0.0932,16.88,0,Red,M
127,2861,0.00018999999999999998,0.0899,16.71,0,Red,M
128,2856,0.0008960000000000001,0.0782,19.56,0,Red,M
129,2731,0.000437,0.0856,18.09,0,Red,M
130,3095,0.00018999999999999998,0.49200000000000005,10.87,1,Red,M
131,3607,0.00022999999999999998,0.38,10.34,1,Red,M
132,3100,0.008,0.31,11.17,1,Red,M
133,2989,0.0087,0.34,13.12,1,Red,M
134,3542,0.0009,0.62,14.23,1,Red,M
135,3243,0.0023,0.73,14.75,1,Red,M
136,3091,0.0081,0.24,11.43,1,Red,M
137,3598,0.0011,0.56,14.26,1,Red,M
138,3324,0.0034,0.34,12.23,1,Red,M
139,3541,0.0013,0.256,14.33,1,Red,M
140,13420,0.00059,0.00981,13.67,2,Blue_White,B
141,21020,0.0015,0.0112,11.52,2,Blue,B
142,18290,0.0013,0.009340000000000001,12.78,2,Blue,B
143,14520,0.00082,0.00972,11.92,2,Blue_White,B
144,11900,0.00067,0.00898,11.38,2,Blue_white_,B
145,8924,0.00028,0.008790000000000001,14.87,2,Blue_white,A
146,12912,0.0007099999999999999,0.00945,12.83,2,Blue_white,B
147,14732,0.00011,0.00892,12.89,2,white,F
148,7723,0.00014,0.00878,14.81,2,White,A
149,12984,0.00088,0.00996,11.23,2,Blue_White,B
150,29560,188000.0,6.02,-4.01,3,Blue-white,B
151,8945,38.0,2.487,0.12,3,Blue-White,A
152,14060,1092.0,5.745,-2.04,3,Blue-white,A
153,16390,1278.0,5.68,-3.32,3,Blue-white,B
154,25070,14500.0,5.92,-3.98,3,Blue-white,B
155,28700,16790.0,6.4,-4.09,3,Blue-white,B
156,26140,14520.0,5.49,-3.8,3,Blue-white,B
157,20120,4720.0,6.78,-3.4,3,Blue-white,B
158,13023,998.0,6.21,-1.38,3,Blue-white,A
159,37800,202900.0,6.86,-4.56,3,Blue,O
160,25390,223000.0,57.0,-5.92,4,Blue,O
161,11567,251000.0,36.0,-6.245,4,Blue,O
162,12675,452000.0,83.0,-5.62,4,Blue,O
163,5752,245000.0,97.0,-6.63,4,Blue,O
164,8927,239000.0,35.0,-7.34,4,Blue,O
165,7282,131000.0,24.0,-7.22,4,Blue,O
166,19923,152000.0,73.0,-5.69,4,Blue,O
167,26373,198000.0,39.0,-5.83,4,Blue,O
168,17383,342900.0,30.0,-6.09,4,Blue,O
169,9373,424520.0,24.0,-5.99,4,Blue,O
170,3570,320000.0,1480.0,-7.58,5,Red,M
171,3500,138000.0,1420.0,-8.18,5,Red,M
172,4287,630000.0,1315.0,-9.2,5,Orange,K
173,26000,316000.0,1679.0,-9.1,5,Blue,B
174,3600,240000.0,1190.0,-7.89,5,Red,M
175,3614,145000.0,1553.0,-7.71,5,Red,M
176,18000,200000.0,1045.0,-8.3,5,Blue,O
177,11000,170000.0,1779.0,-9.9,5,Blue-white,B
178,12100,120000.0,708.9,-7.84,5,Blue-white,B
179,24490,248490.0,1134.5,-8.24,5,Blue-white,B
180,2831,0.000231,0.0915,16.21,0,Red,M
181,2914,0.0006309999999999999,0.11599999999999999,18.39,0,Red,M
182,3419,0.000245,0.126,17.56,0,Red,M
183,3218,0.000452,0.0987,17.34,0,Red,M
184,3453,0.000621,0.0773,17.08,0,Red,M
185,2889,0.000352,0.0973,16.93,0,Red,M
186,2968,0.00046100000000000004,0.11900000000000001,17.45,0,Red,M
187,3484,0.000551,0.0998,16.67,0,Red,M
188,2778,0.000849,0.11199999999999999,19.45,0,Red,M
189,3523,0.0009570000000000001,0.129,16.35,0,Red,M
190,3462,0.0053,0.14800000000000002,11.47,1,Red,M
191,3257,0.0024,0.46,10.73,1,Red,M
192,2994,0.0072,0.28,13.45,1,Red,M
193,3212,0.0016,0.37799999999999995,12.854000000000001,1,Red,M
194,3523,0.0054,0.319,12.43,1,Red,M
195,3598,0.0027,0.67,13.667,1,Red,M
196,3142,0.00132,0.258,14.12,1,Red,M
197,3496,0.00125,0.336,14.94,1,Red,M
198,3324,0.0065,0.47100000000000003,12.78,1,Red,M
199,3463,0.0027,0.675,14.776,1,Red,M
200,16790,0.0014,0.0121,12.87,2,Blue,B
201,15680,0.00122,0.0114,11.92,2,Blue,B
202,14982,0.00118,0.0113,12.23,2,Blue,B
203,13340,0.00109,0.0116,12.9,2,Blue,B
204,18340,0.00134,0.0124,11.22,2,Blue,B
205,19920,0.00156,0.0142,11.34,2,Blue,B
206,24020,0.00159,0.0127,10.55,2,Blue,B
207,23092,0.00132,0.0104,10.18,2,Blue,B
208,17920,0.0011099999999999999,0.0106,11.66,2,Blue,B
209,19360,0.00125,0.00998,11.62,2,Blue,B
210,22350,12450.0,6.36,-3.67,3,Blue-white,B
211,10012,552.0,5.856,0.013000000000000001,3,Blue-white,A
212,13089,788.0,5.992000000000001,-0.12,3,Blue-white,A
213,22012,6748.0,6.64,-2.55,3,Blue-white,B
214,34190,198200.0,6.39,-4.57,3,Blue,O
215,32460,173800.0,6.237,-4.36,3,Blue,O
216,9320,29.0,1.91,1.236,3,Blue-white,A
217,19400,10920.0,6.03,-3.08,3,Blue-white,B
218,17140,883.0,5.653,-2.64,3,Blue-white,B
219,8250,9.25,1.93,-0.98,3,yellow-white,F
220,23678,244290.0,35.0,-6.27,4,Blue,O
221,12749,332520.0,76.0,-7.02,4,Blue,O
222,9383,342940.0,98.0,-6.98,4,Blue,O
223,23440,537430.0,81.0,-5.975,4,Blue,O
224,16787,246730.0,62.0,-6.35,4,Blue,O
225,18734,224780.0,46.0,-7.45,4,Blue,O
226,9892,593900.0,80.0,-7.2620000000000005,4,Blue,O
227,10930,783930.0,25.0,-6.224,4,Blue,O
228,23095,347820.0,86.0,-5.905,4,Blue,O
229,21738,748890.0,92.0,-7.346,4,Blue,O
230,24145,382993.0,1494.0,-8.84,5,Blue-white,B
231,38234,272830.0,1356.0,-9.29,5,Blue,O
232,32489,648430.0,1948.5,-10.84,5,Blue,O
233,27739,849420.0,1252.0,-7.59,5,Blue-white,B
234,21904,748490.0,1130.0,-7.67,5,Blue-white,B
235,38940,374830.0,1356.0,-9.93,5,Blue,O
236,30839,834042.0,1194.0,-10.63,5,Blue,O
237,8829,537493.0,1423.0,-10.73,5,White,A
238,9235,404940.0,1112.0,-11.23,5,White,A
239,37882,294903.0,1783.0,-7.8,5,Blue,O
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