In [1]:
#general settings
%matplotlib notebook
%load_ext autoreload
%autoreload 2
In [2]:
import matplotlib.pyplot as plt
import numpy as np
import pytimber
from pytimber import BSRT
In [3]:
db = pytimber.LoggingDB()
In [4]:
t1=pytimber.parsedate("2017-11-02 16:26:00.000")
t2=pytimber.parsedate("2017-11-02 16:34:00.000")
generate the BSRT instance, which automatically calculates the emittances using the data stored in timber.
In [5]:
bsrt = BSRT.fromdb(t1,t2,beam='B1')
WARNING:cmmnbuild_dep_manager:JVM is already started
Dictionary with emittances and timestamps for each slot
In [6]:
bsrt.emit
Out[6]:
{0.0: array([( 1.50963639e+09, 36.8543291 , 40.97621955),
( 1.50963655e+09, 36.54872557, 41.27460885),
( 1.50963678e+09, 29.39226388, 34.11955302)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1.0: array([( 1.50963639e+09, 36.85408336, 41.13681897),
( 1.50963655e+09, 36.87949448, 41.36679573),
( 1.50963678e+09, 36.60019564, 42.80380475)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
2.0: array([( 1.50963639e+09, 35.96739751, 40.31379419),
( 1.50963655e+09, 36.44877892, 40.77022618),
( 1.50963678e+09, 36.52342615, 42.24544138)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
3.0: array([( 1.50963639e+09, 36.0677016 , 40.63306342),
( 1.50963655e+09, 36.24455177, 41.15991795),
( 1.50963678e+09, 36.39704078, 42.01332597)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
4.0: array([( 1.50963639e+09, 36.11917166, 40.22286155),
( 1.50963655e+09, 36.01886758, 40.95341001),
( 1.50963678e+09, 36.67582581, 41.89853859)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
5.0: array([( 1.50963639e+09, 36.11780896, 40.1096661),
( 1.50963655e+09, 36.67593751, 40.7702101),
( 1.50963678e+09, 37.26305148, 42.1297696)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
6.0: array([( 1.50963639e+09, 36.11863552, 40.06399878),
( 1.50963655e+09, 36.29486018, 40.24584797),
( 1.50963678e+09, 36.14326475, 41.13685113)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
7.0: array([( 1.50963639e+09, 35.91630722, 39.5433029 ),
( 1.50963655e+09, 36.34572709, 40.04294196),
( 1.50963678e+09, 36.14317539, 41.20632495)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
8.0: array([( 1.50963639e+09, 36.16831843, 39.72373705),
( 1.50963655e+09, 36.65028066, 39.9956184 ),
( 1.50963678e+09, 36.32031597, 41.25163851)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
9.0: array([( 1.50963639e+09, 36.75219318, 39.54356018),
( 1.50963655e+09, 36.77843085, 39.90502344),
( 1.50963678e+09, 36.82889565, 40.72446238)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
10.0: array([( 1.50963639e+09, 35.94158429, 38.9127723 ),
( 1.50963655e+09, 35.9411375 , 39.29485822),
( 1.50963678e+09, 36.32085212, 39.86006365)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
11.0: array([( 1.50963639e+09, 37.34091559, 39.6560642 ),
( 1.50963655e+09, 37.51999971, 40.08679224),
( 1.50963678e+09, 37.57102299, 41.02301247)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
45.0: array([( 1.50963639e+09, 22.89646877, 22.06884805),
( 1.50963655e+09, 23.1917068 , 22.64682908),
( 1.50963678e+09, 23.08611944, 23.13795376)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
46.0: array([( 1.50963639e+09, 22.10366441, 21.81803156),
( 1.50963655e+09, 22.68672378, 22.42945907),
( 1.50963678e+09, 21.97834016, 22.66463772)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
47.0: array([( 1.50963639e+09, 21.54572575, 21.39033461),
( 1.50963655e+09, 22.12333429, 22.06881589),
( 1.50963679e+09, 21.97903268, 22.59219714)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
48.0: array([( 1.50963639e+09, 20.95262481, 21.28383649),
( 1.50963655e+09, 21.23812284, 21.56811555),
( 1.50963679e+09, 21.13619915, 21.9259608 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
49.0: array([( 1.50963639e+09, 21.31995221, 21.79999779),
( 1.50963655e+09, 21.60681295, 22.15964401),
( 1.50963679e+09, 21.46463359, 22.50156198)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
50.0: array([( 1.50963639e+09, 20.04581112, 20.61408667),
( 1.50963655e+09, 20.44689342, 20.87751795),
( 1.50963679e+09, 20.32630512, 21.21284311)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
51.0: array([( 1.50963639e+09, 20.12533953, 21.10671483),
( 1.50963655e+09, 20.99326025, 21.24828352),
( 1.50963679e+09, 20.85112557, 21.80017467)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
52.0: array([( 1.50963639e+09, 20.44678172, 21.63947878),
( 1.50963655e+09, 20.83091954, 21.9253176 ),
( 1.50963679e+09, 21.07540237, 22.28534974)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
57.0: array([( 1.50963639e+09, 21.73048408, 22.32082231),
( 1.50963655e+09, 22.53996483, 22.37498793),
( 1.50963679e+09, 22.6240058 , 23.12006471)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
58.0: array([( 1.50963639e+09, 20.62821147, 21.7111636 ),
( 1.50963655e+09, 21.56595411, 21.4793296 ),
( 1.50963679e+09, 21.44266275, 22.12285287)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
59.0: array([( 1.50963639e+09, 21.09641261, 21.56901603),
( 1.50963655e+09, 21.48356626, 21.51480217),
( 1.50963679e+09, 21.42221099, 22.14070976)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
60.0: array([( 1.50963639e+09, 20.34637711, 21.58590812),
( 1.50963655e+09, 20.91205639, 21.30142002),
( 1.50963679e+09, 21.01431517, 21.74641105)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
61.0: array([( 1.50963639e+09, 24.13063343, 25.84447404),
( 1.50963655e+09, 24.42984788, 25.82573275),
( 1.50963679e+09, 24.77588579, 26.20756943)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
62.0: array([( 1.50963639e+09, 23.85079844, 25.33226843),
( 1.50963655e+09, 23.55256693, 25.18097132),
( 1.50963679e+09, 23.87205442, 25.55954374)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
63.0: array([( 1.50963639e+09, 24.77677937, 25.63532898),
( 1.50963655e+09, 24.47323107, 25.52153052),
( 1.50963679e+09, 24.68947684, 26.36119815)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
64.0: array([( 1.50963639e+09, 24.40825681, 25.36986357),
( 1.50963656e+09, 24.34408677, 25.82568451),
( 1.50963679e+09, 24.0003945 , 26.16950797)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
69.0: array([( 1.50963639e+09, 21.05423575, 21.65723918),
( 1.50963656e+09, 21.32001923, 21.74642713),
( 1.50963679e+09, 21.48408007, 22.55575976)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
70.0: array([( 1.50963639e+09, 18.91808272, 19.11003191),
( 1.50963656e+09, 18.93799833, 19.2981282 ),
( 1.50963679e+09, 18.91801571, 19.60681676)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
71.0: array([( 1.50963639e+09, 20.12583099, 20.16042045),
( 1.50963656e+09, 19.74683124, 20.02156928),
( 1.50963679e+09, 20.12529485, 20.71953958)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
72.0: array([( 1.50963639e+09, 19.56792584, 20.10850603),
( 1.50963656e+09, 19.25276103, 20.22987015),
( 1.50963679e+09, 19.27138095, 20.52655496)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
73.0: array([( 1.50963639e+09, 22.37304454, 23.48628766),
( 1.50963656e+09, 22.14429985, 23.138404 ),
( 1.50963679e+09, 22.3104606 , 23.74395425)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
74.0: array([( 1.50963639e+09, 21.62847103, 22.55601704),
( 1.50963656e+09, 22.18643204, 22.62832899),
( 1.50963679e+09, 21.44279678, 22.88289213)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
75.0: array([( 1.50963639e+09, 22.54054566, 23.52306272),
( 1.50963656e+09, 23.36108443, 23.5599825 ),
( 1.50963679e+09, 22.4788553 , 23.83666374)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
76.0: array([( 1.50963639e+09, 22.37288817, 23.63337181),
( 1.50963656e+09, 22.79179733, 23.30308775),
( 1.50963679e+09, 22.35259278, 23.55972521)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
81.0: array([( 1.50963639e+09, 20.74987206, 21.74662009),
( 1.50963656e+09, 21.05457084, 21.97922594),
( 1.50963679e+09, 20.95253545, 22.48339957)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
82.0: array([( 1.50963639e+09, 19.03549882, 20.22990231),
( 1.50963656e+09, 19.68681634, 20.43907149),
( 1.50963679e+09, 19.76835529, 20.70168269)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
83.0: array([( 1.50963639e+09, 19.58759572, 20.82463873),
( 1.50963656e+09, 20.18602461, 21.08982275),
( 1.50963679e+09, 20.04648131, 21.21303607)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
84.0: array([( 1.50963639e+09, 19.1923887 , 20.50921263),
( 1.50963656e+09, 19.96550084, 20.64923764),
( 1.50963679e+09, 19.60719857, 21.21297175)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
85.0: array([( 1.50963639e+09, 22.64501604, 24.52410965),
( 1.50963656e+09, 23.76492564, 24.72958846),
( 1.50963679e+09, 23.44570622, 25.29415873)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
86.0: array([( 1.50963639e+09, 22.56079636, 24.2074695 ),
( 1.50963656e+09, 23.06557833, 24.76715144),
( 1.50963679e+09, 22.70733191, 25.10608656)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
87.0: array([( 1.50963639e+09, 22.47776066, 24.18904981),
( 1.50963656e+09, 22.66553482, 24.67387916),
( 1.50963679e+09, 23.04371919, 24.95535225)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
88.0: array([( 1.50963639e+09, 22.37304454, 24.67363795),
( 1.50963656e+09, 22.89629006, 25.14326362),
( 1.50963679e+09, 23.12811759, 25.44579352)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
120.0: array([( 1.50963639e+09, 20.93261984, 20.64917332),
( 1.50963656e+09, 21.97831782, 21.10703643),
( 1.50963679e+09, 21.62847103, 21.79999779)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
121.0: array([( 1.50963639e+09, 20.28566968, 20.0734837 ),
( 1.50963656e+09, 21.19710763, 20.86017563),
( 1.50963679e+09, 21.03438716, 21.0184756 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
122.0: array([( 1.50963639e+09, 20.50865079, 20.84223834),
( 1.50963656e+09, 21.32001923, 21.21313255),
( 1.50963679e+09, 21.25884267, 21.76425186)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
123.0: array([( 1.50963639e+09, 19.35035087, 19.98686855),
( 1.50963656e+09, 19.98588558, 20.24724463),
( 1.50963679e+09, 20.26649127, 21.16004429)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
124.0: array([( 1.50963639e+09, 21.09531798, 22.23086252),
( 1.50963656e+09, 21.66899478, 22.35703456),
( 1.50963679e+09, 21.83515552, 23.01078475)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
125.0: array([( 1.50963639e+09, 20.08682633, 21.56805123),
( 1.50963656e+09, 20.48735014, 21.56853363),
( 1.50963679e+09, 20.38672214, 21.97932242)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
126.0: array([( 1.50963639e+09, 20.0254934 , 21.5858438 ),
( 1.50963656e+09, 20.68900826, 21.85408301),
( 1.50963679e+09, 20.66987453, 22.10506031)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
127.0: array([( 1.50963639e+09, 20.74991674, 22.32082231),
( 1.50963656e+09, 21.23781009, 22.28502814),
( 1.50963679e+09, 21.19704061, 22.46534973)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
132.0: array([( 1.50963639e+09, 20.48764055, 21.14228388),
( 1.50963656e+09, 20.99337195, 21.1954847 ),
( 1.50963679e+09, 21.1359981 , 21.2663012 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
133.0: array([( 1.50963639e+09, 19.56752373, 20.05607705),
( 1.50963656e+09, 20.00528738, 20.16029181),
( 1.50963679e+09, 20.10569199, 20.31690337)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
134.0: array([( 1.50963639e+09, 19.96561254, 20.52678008),
( 1.50963656e+09, 20.10528988, 20.64920548),
( 1.50963679e+09, 19.98588558, 20.84228658)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
135.0: array([( 1.50963639e+09, 19.05521337, 20.21284942),
( 1.50963656e+09, 19.64718617, 20.30025249),
( 1.50963679e+09, 19.82577882, 20.47515511)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
136.0: array([( 1.50963639e+09, 22.77029562, 24.30005034),
( 1.50963656e+09, 22.93944985, 24.07702016),
( 1.50963679e+09, 23.02259725, 24.61734977)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
137.0: array([( 1.50963639e+09, 22.37384876, 23.72571145),
( 1.50963656e+09, 22.74941941, 23.79942236),
( 1.50963679e+09, 22.37351367, 24.26319489)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
138.0: array([( 1.50963640e+09, 22.16533244, 23.44941613),
( 1.50963656e+09, 22.58200766, 23.7626473 ),
( 1.50963679e+09, 22.29007586, 23.96581059)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
139.0: array([( 1.50963640e+09, 21.62744342, 23.32091247),
( 1.50963656e+09, 22.41508737, 23.63340397),
( 1.50963679e+09, 22.04134855, 23.85508342)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
144.0: array([( 1.50963640e+09, 20.89160463, 21.40796637),
( 1.50963656e+09, 21.58678564, 21.78220523),
( 1.50963679e+09, 21.29945577, 22.44731596)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
145.0: array([( 1.50963640e+09, 19.66761559, 19.95203918),
( 1.50963656e+09, 20.02594019, 20.22990231),
( 1.50963679e+09, 19.6881567 , 20.43920013)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
146.0: array([( 1.50963640e+09, 20.56882207, 21.05389993),
( 1.50963656e+09, 20.68885188, 21.49710609),
( 1.50963679e+09, 20.60818417, 21.51512377)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
147.0: array([( 1.50963640e+09, 19.62753863, 20.56154513),
( 1.50963656e+09, 19.7859476 , 20.82486386),
( 1.50963679e+09, 20.00537674, 20.86040075)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
148.0: array([( 1.50963640e+09, 21.62806892, 22.39331114),
( 1.50963656e+09, 21.52462615, 22.75543368),
( 1.50963679e+09, 21.62753278, 23.11974311)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
149.0: array([( 1.50963640e+09, 20.97338932, 22.05087861),
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( 1.50963679e+09, 21.07504494, 22.59203634)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
150.0: array([( 1.50963640e+09, 21.40182625, 22.41195595),
( 1.50963656e+09, 21.75111455, 22.91939383),
( 1.50963679e+09, 21.8969129 , 22.79270722)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
151.0: array([( 1.50963640e+09, 21.17663354, 22.1951809 ),
( 1.50963656e+09, 21.3810394 , 22.79187106),
( 1.50963679e+09, 21.54532364, 23.19285906)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
156.0: array([( 1.50963640e+09, 20.10578135, 21.12486116),
( 1.50963656e+09, 20.6090554 , 21.56821203),
( 1.50963679e+09, 20.83109826, 22.19473066)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
157.0: array([( 1.50963640e+09, 18.93735049, 20.21244742),
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( 1.50963679e+09, 19.60735495, 20.78948776)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
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1725.0: array([( 1.50963648e+09, 18.16040713, 19.60676852),
( 1.50963672e+09, 18.50870133, 19.88360253)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1726.0: array([( 1.50963648e+09, 18.35375498, 19.57290396),
( 1.50963672e+09, 18.29579531, 19.86656572)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1731.0: array([( 1.50963648e+09, 18.48896444, 18.8887625 ),
( 1.50963672e+09, 18.62575999, 19.69325503)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1732.0: array([( 1.50963648e+09, 18.2374782 , 18.80377143),
( 1.50963672e+09, 18.76208642, 19.43500152)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1733.0: array([( 1.50963648e+09, 18.82013545, 19.29795132),
( 1.50963672e+09, 18.76161729, 19.5054321 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1734.0: array([( 1.50963648e+09, 17.83350295, 18.61800675),
( 1.50963672e+09, 18.2405387 , 19.3664523 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1735.0: array([( 1.50963648e+09, 19.96552318, 21.26601176),
( 1.50963672e+09, 19.76224545, 21.16613058)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1736.0: array([( 1.50963648e+09, 19.80610894, 20.94791638),
( 1.50963672e+09, 20.02667739, 21.85414733)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1737.0: array([( 1.50963648e+09, 19.98588558, 21.24825136),
( 1.50963672e+09, 20.18832558, 21.74843714)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1738.0: array([( 1.50963648e+09, 19.52883182, 21.08906698),
( 1.50963672e+09, 19.68688335, 21.69284039)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1743.0: array([( 1.50963648e+09, 17.71876759, 18.23026066),
( 1.50963672e+09, 18.66623906, 20.06762252)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1744.0: array([( 1.50963648e+09, 17.18666449, 18.02935662),
( 1.50963672e+09, 17.94864042, 18.73665334)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1745.0: array([( 1.50963648e+09, 17.24426673, 18.01262533),
( 1.50963672e+09, 17.52798878, 18.36467373)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1746.0: array([( 1.50963648e+09, 16.45586324, 17.79587441),
( 1.50963672e+09, 17.50965927, 18.11310952)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1747.0: array([( 1.50963648e+09, 19.15304895, 20.59655138),
( 1.50963672e+09, 19.15814234, 19.80874189)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1748.0: array([( 1.50963648e+09, 18.82085031, 20.61405451),
( 1.50963672e+09, 19.48913464, 20.49150047)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1749.0: array([( 1.50963648e+09, 18.62502279, 20.49174167),
( 1.50963672e+09, 19.36977501, 20.87756619)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1750.0: array([( 1.50963648e+09, 18.60586672, 20.29994697),
( 1.50963672e+09, 19.62706951, 20.68454941)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1755.0: array([( 1.50963648e+09, 17.39505795, 18.44881255),
( 1.50963672e+09, 18.54808576, 19.78461379)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1756.0: array([( 1.50963648e+09, 17.03598497, 17.82922442),
( 1.50963672e+09, 17.54705549, 18.60127547)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1757.0: array([( 1.50963648e+09, 17.69983492, 18.75298262),
( 1.50963672e+09, 18.21854552, 19.11508104)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1758.0: array([( 1.50963648e+09, 16.73516208, 17.74646848),
( 1.50963672e+09, 17.76072106, 18.70423598)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1759.0: array([( 1.50963648e+09, 19.50918428, 21.2659796 ),
( 1.50963672e+09, 19.3006903 , 21.15264747)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1760.0: array([( 1.50963648e+09, 19.5085141 , 21.40799853),
( 1.50963672e+09, 20.06565972, 22.06913749)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1761.0: array([( 1.50963648e+09, 19.37053456, 21.32061155),
( 1.50963672e+09, 19.64807975, 21.69358008)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1762.0: array([( 1.50963648e+09, 18.91881993, 21.10674699),
( 1.50963672e+09, 19.74723335, 21.7467005 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1770.0: array([( 1.50963648e+09, 16.98075071, 18.1131256 ),
( 1.50963672e+09, 18.51171716, 19.89891072)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1771.0: array([( 1.50963648e+09, 16.34461284, 17.89586011),
( 1.50963672e+09, 17.77625814, 18.43212951)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1772.0: array([( 1.50963648e+09, 16.75425113, 18.1129648 ),
( 1.50963672e+09, 17.56659133, 18.49937624)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1773.0: array([( 1.50963648e+09, 16.08516259, 17.43127554),
( 1.50963672e+09, 17.07411839, 17.86302467)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1774.0: array([( 1.50963648e+09, 17.39512497, 19.07621558),
( 1.50963672e+09, 17.5740527 , 19.04826847)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1775.0: array([( 1.50963648e+09, 17.73814705, 19.19521593),
( 1.50963672e+09, 17.73801302, 19.57242156)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1776.0: array([( 1.50963648e+09, 17.64245607, 19.34931901),
( 1.50963672e+09, 18.23729948, 19.4525368 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1777.0: array([( 1.50963648e+09, 17.45292826, 19.05880894),
( 1.50963672e+09, 18.10293893, 19.26368475)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1782.0: array([( 1.50963648e+09, 17.3001265 , 18.3986187 ),
( 1.50963672e+09, 17.94872978, 18.95660419)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1783.0: array([( 1.50963648e+09, 17.41399062, 18.56702498),
( 1.50963672e+09, 17.96806456, 18.7360423 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1784.0: array([( 1.50963648e+09, 18.00657776, 19.0076342 ),
( 1.50963672e+09, 18.18132802, 19.38403582)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1785.0: array([( 1.50963648e+09, 16.60433116, 18.24707234),
( 1.50963672e+09, 17.68521375, 18.70336765)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1786.0: array([( 1.50963648e+09, 19.35035087, 21.40812717),
( 1.50963672e+09, 18.94977122, 20.47644955)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1787.0: array([( 1.50963648e+09, 18.85945287, 20.70179526),
( 1.50963672e+09, 18.89908303, 20.84233482)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1788.0: array([( 1.50963648e+09, 19.52789357, 21.40825581),
( 1.50963672e+09, 19.9465905 , 21.33928851)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1789.0: array([( 1.50963648e+09, 19.29087212, 21.28375609),
( 1.50963672e+09, 19.90626782, 21.21301999)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1794.0: array([( 1.50963648e+09, 18.41175933, 19.14413768),
( 1.50963672e+09, 18.97646685, 19.74701865)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1795.0: array([( 1.50963648e+09, 16.90401473, 17.76287816),
( 1.50963672e+09, 17.71970585, 18.28222332)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1796.0: array([( 1.50963648e+09, 17.73790132, 18.99087076),
( 1.50963672e+09, 17.83412845, 18.65468533)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1797.0: array([( 1.50963648e+09, 16.66081643, 17.69627463),
( 1.50963672e+09, 17.34154382, 18.46689456)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1798.0: array([( 1.50963648e+09, 19.05554846, 20.1431746 ),
( 1.50963672e+09, 18.79681308, 20.11383656)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1799.0: array([( 1.50963648e+09, 17.96801988, 19.38355342),
( 1.50963672e+09, 18.72314878, 20.37066699)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1800.0: array([( 1.50963648e+09, 18.78099676, 20.26473168),
( 1.50963672e+09, 18.62924494, 20.35504523)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1801.0: array([( 1.50963648e+09, 18.00668945, 19.98690071),
( 1.50963672e+09, 18.93726113, 20.49153263)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1806.0: array([( 1.50963648e+09, 17.41450443, 18.3815819 ),
( 1.50963672e+09, 18.25670129, 19.74782265)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1807.0: array([( 1.50963648e+09, 16.7353408 , 17.58042597),
( 1.50963672e+09, 17.34069492, 18.31822653)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1808.0: array([( 1.50963648e+09, 17.20575354, 18.44892511),
( 1.50963672e+09, 17.60505985, 18.58774411)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1809.0: array([( 1.50963648e+09, 16.38100378, 17.69614599),
( 1.50963672e+09, 16.99854407, 18.31538036)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1810.0: array([( 1.50963648e+09, 19.33041292, 20.66661212),
( 1.50963672e+09, 18.53142054, 20.17025339)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1811.0: array([( 1.50963648e+09, 18.99647182, 20.33506578),
( 1.50963672e+09, 19.46854885, 21.05454313)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1812.0: array([( 1.50963648e+09, 19.07450348, 21.03612345),
( 1.50963672e+09, 19.37046754, 21.17946094)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1813.0: array([( 1.50963648e+09, 18.95708738, 20.75475487),
( 1.50963672e+09, 19.1539872 , 21.28391689)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1821.0: array([( 1.50963648e+09, 17.03562754, 17.94582884),
( 1.50963672e+09, 18.08963579, 19.67058217)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1822.0: array([( 1.50963648e+09, 16.26950764, 17.26622999),
( 1.50963672e+09, 16.71987074, 17.92985332)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1823.0: array([( 1.50963648e+09, 16.36296469, 17.34868041),
( 1.50963672e+09, 16.25276423, 17.79600305)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1824.0: array([( 1.50963648e+09, 16.15861467, 17.49726803),
( 1.50963672e+09, 16.26955232, 17.58004005)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1825.0: array([( 1.50963648e+09, 17.49063724, 19.33218573),
( 1.50963672e+09, 17.00164925, 18.91306748)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1826.0: array([( 1.50963648e+09, 17.20620033, 19.14407336),
( 1.50963672e+09, 17.31979638, 19.12718128)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1827.0: array([( 1.50963648e+09, 17.43299032, 19.26365259),
( 1.50963672e+09, 17.16849135, 18.97650324)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1828.0: array([( 1.50963648e+09, 17.14879914, 18.99103156),
( 1.50963672e+09, 17.52803346, 19.19544105)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1833.0: array([( 1.50963648e+09, 16.99809728, 17.96268876),
( 1.50963672e+09, 17.52812282, 18.94006587)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1834.0: array([( 1.50963648e+09, 16.71701129, 17.66290854),
( 1.50963672e+09, 16.79249625, 18.26499355)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1835.0: array([( 1.50963648e+09, 17.03576158, 18.26390011),
( 1.50963672e+09, 16.94297472, 18.31563764)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1836.0: array([( 1.50963649e+09, 16.45626535, 17.26651943),
( 1.50963672e+09, 16.58682821, 18.19716794)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1837.0: array([( 1.50963649e+09, 18.06382257, 19.62398221),
( 1.50963672e+09, 17.38847898, 19.2590939 )],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1838.0: array([( 1.50963649e+09, 18.10273787, 19.21270298),
( 1.50963672e+09, 17.87246293, 19.91743493)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1839.0: array([( 1.50963649e+09, 18.25688 , 19.34939941),
( 1.50963672e+09, 18.60684966, 20.40427428)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1840.0: array([( 1.50963649e+09, 17.91026126, 19.0759583 ),
( 1.50963672e+09, 18.25777358, 19.91749925)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1845.0: array([( 1.50963649e+09, 17.11149228, 17.6464667 ),
( 1.50963672e+09, 17.6062215 , 18.94379644)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1846.0: array([( 1.50963649e+09, 16.43670718, 17.11841421),
( 1.50963672e+09, 16.77439014, 17.81369914)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1847.0: array([( 1.50963649e+09, 16.64172738, 17.29914584),
( 1.50963672e+09, 16.81133957, 17.79696785)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1848.0: array([( 1.50963649e+09, 15.4977247, 16.59586109),
( 1.50963672e+09, 15.9014207, 17.30017496)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1849.0: array([( 1.50963649e+09, 18.33428616, 19.64117981),
( 1.50963672e+09, 17.77787775, 19.04618611)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1850.0: array([( 1.50963649e+09, 18.08329139, 19.31514893),
( 1.50963672e+09, 18.33412978, 19.76220625)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1851.0: array([( 1.50963649e+09, 18.12167055, 19.53838011),
( 1.50963672e+09, 18.06681605, 19.84870883)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1852.0: array([( 1.50963649e+09, 17.68085756, 19.02486397),
( 1.50963672e+09, 17.96824328, 19.71058127)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1857.0: array([( 1.50963649e+09, 17.07351523, 18.11293264),
( 1.50963672e+09, 18.1602731 , 19.12703656)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1858.0: array([( 1.50963649e+09, 16.60459923, 17.48109955),
( 1.50963672e+09, 16.88644477, 17.96394301)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1859.0: array([( 1.50963649e+09, 16.66070473, 17.41465682),
( 1.50963672e+09, 16.41886913, 17.79638897)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
1860.0: array([( 1.50963649e+09, 16.43661782, 17.41504274),
( 1.50963672e+09, 16.41802023, 17.59661053)],
dtype=[('time', '<f8'), ('emith', '<f8'), ('emitv', '<f8')]),
...}
what slots do we have?
In [7]:
print sorted(bsrt.emit.keys())
[0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 45.0, 46.0, 47.0, 48.0, 49.0, 50.0, 51.0, 52.0, 57.0, 58.0, 59.0, 60.0, 61.0, 62.0, 63.0, 64.0, 69.0, 70.0, 71.0, 72.0, 73.0, 74.0, 75.0, 76.0, 81.0, 82.0, 83.0, 84.0, 85.0, 86.0, 87.0, 88.0, 120.0, 121.0, 122.0, 123.0, 124.0, 125.0, 126.0, 127.0, 132.0, 133.0, 134.0, 135.0, 136.0, 137.0, 138.0, 139.0, 144.0, 145.0, 146.0, 147.0, 148.0, 149.0, 150.0, 151.0, 156.0, 157.0, 158.0, 159.0, 160.0, 161.0, 162.0, 163.0, 171.0, 172.0, 173.0, 174.0, 175.0, 176.0, 177.0, 178.0, 183.0, 184.0, 185.0, 186.0, 187.0, 188.0, 189.0, 190.0, 195.0, 196.0, 197.0, 198.0, 199.0, 200.0, 201.0, 202.0, 207.0, 208.0, 209.0, 210.0, 211.0, 212.0, 213.0, 214.0, 222.0, 223.0, 224.0, 225.0, 226.0, 227.0, 228.0, 229.0, 234.0, 235.0, 236.0, 237.0, 238.0, 239.0, 240.0, 241.0, 246.0, 247.0, 248.0, 249.0, 250.0, 251.0, 252.0, 253.0, 258.0, 259.0, 260.0, 261.0, 262.0, 263.0, 264.0, 265.0, 273.0, 274.0, 275.0, 276.0, 277.0, 278.0, 279.0, 280.0, 285.0, 286.0, 287.0, 288.0, 289.0, 290.0, 291.0, 292.0, 297.0, 298.0, 299.0, 300.0, 301.0, 302.0, 303.0, 304.0, 309.0, 310.0, 311.0, 312.0, 313.0, 314.0, 315.0, 316.0, 348.0, 349.0, 350.0, 351.0, 352.0, 353.0, 354.0, 355.0, 360.0, 361.0, 362.0, 363.0, 364.0, 365.0, 366.0, 367.0, 372.0, 373.0, 374.0, 375.0, 376.0, 377.0, 378.0, 379.0, 384.0, 385.0, 386.0, 387.0, 388.0, 389.0, 390.0, 391.0, 399.0, 400.0, 401.0, 402.0, 403.0, 404.0, 405.0, 406.0, 411.0, 412.0, 413.0, 414.0, 415.0, 416.0, 417.0, 418.0, 423.0, 424.0, 425.0, 426.0, 427.0, 428.0, 429.0, 430.0, 435.0, 436.0, 437.0, 438.0, 439.0, 440.0, 441.0, 442.0, 450.0, 451.0, 452.0, 453.0, 454.0, 455.0, 456.0, 457.0, 462.0, 463.0, 464.0, 465.0, 466.0, 467.0, 468.0, 469.0, 474.0, 475.0, 476.0, 477.0, 478.0, 479.0, 480.0, 481.0, 486.0, 487.0, 488.0, 489.0, 490.0, 491.0, 492.0, 493.0, 501.0, 502.0, 503.0, 504.0, 505.0, 506.0, 507.0, 508.0, 513.0, 514.0, 515.0, 516.0, 517.0, 518.0, 519.0, 520.0, 525.0, 526.0, 527.0, 528.0, 529.0, 530.0, 531.0, 532.0, 537.0, 538.0, 539.0, 540.0, 541.0, 542.0, 543.0, 544.0, 576.0, 577.0, 578.0, 579.0, 580.0, 581.0, 582.0, 583.0, 588.0, 589.0, 590.0, 591.0, 592.0, 593.0, 594.0, 595.0, 600.0, 601.0, 602.0, 603.0, 604.0, 605.0, 606.0, 607.0, 612.0, 613.0, 614.0, 615.0, 616.0, 617.0, 618.0, 619.0, 627.0, 628.0, 629.0, 630.0, 631.0, 632.0, 633.0, 634.0, 639.0, 640.0, 641.0, 642.0, 643.0, 644.0, 645.0, 646.0, 651.0, 652.0, 653.0, 654.0, 655.0, 656.0, 657.0, 658.0, 663.0, 664.0, 665.0, 666.0, 667.0, 668.0, 669.0, 670.0, 678.0, 679.0, 680.0, 681.0, 682.0, 683.0, 684.0, 685.0, 690.0, 691.0, 692.0, 693.0, 694.0, 695.0, 696.0, 697.0, 702.0, 703.0, 704.0, 705.0, 706.0, 707.0, 708.0, 709.0, 714.0, 715.0, 716.0, 717.0, 718.0, 719.0, 720.0, 721.0, 729.0, 730.0, 731.0, 732.0, 733.0, 734.0, 735.0, 736.0, 741.0, 742.0, 743.0, 744.0, 745.0, 746.0, 747.0, 748.0, 753.0, 754.0, 755.0, 756.0, 757.0, 758.0, 759.0, 760.0, 765.0, 766.0, 767.0, 768.0, 769.0, 770.0, 771.0, 772.0, 825.0, 826.0, 827.0, 828.0, 829.0, 830.0, 831.0, 832.0, 837.0, 838.0, 839.0, 840.0, 841.0, 842.0, 843.0, 844.0, 849.0, 850.0, 851.0, 852.0, 853.0, 854.0, 855.0, 856.0, 861.0, 862.0, 863.0, 864.0, 865.0, 866.0, 867.0, 868.0, 876.0, 877.0, 878.0, 879.0, 880.0, 881.0, 882.0, 883.0, 888.0, 889.0, 890.0, 891.0, 892.0, 893.0, 894.0, 895.0, 900.0, 901.0, 902.0, 903.0, 904.0, 905.0, 906.0, 907.0, 912.0, 913.0, 914.0, 915.0, 916.0, 917.0, 918.0, 919.0, 927.0, 928.0, 929.0, 930.0, 931.0, 932.0, 933.0, 934.0, 939.0, 940.0, 941.0, 942.0, 943.0, 944.0, 945.0, 946.0, 951.0, 952.0, 953.0, 954.0, 955.0, 956.0, 957.0, 958.0, 963.0, 964.0, 965.0, 966.0, 967.0, 968.0, 969.0, 970.0, 1002.0, 1003.0, 1004.0, 1005.0, 1006.0, 1007.0, 1008.0, 1009.0, 1014.0, 1015.0, 1016.0, 1017.0, 1018.0, 1019.0, 1020.0, 1021.0, 1026.0, 1027.0, 1028.0, 1029.0, 1030.0, 1031.0, 1032.0, 1033.0, 1038.0, 1039.0, 1040.0, 1041.0, 1042.0, 1043.0, 1044.0, 1045.0, 1053.0, 1054.0, 1055.0, 1056.0, 1057.0, 1058.0, 1059.0, 1060.0, 1065.0, 1066.0, 1067.0, 1068.0, 1069.0, 1070.0, 1071.0, 1072.0, 1077.0, 1078.0, 1079.0, 1080.0, 1081.0, 1082.0, 1083.0, 1084.0, 1089.0, 1090.0, 1091.0, 1092.0, 1093.0, 1094.0, 1095.0, 1096.0, 1104.0, 1105.0, 1106.0, 1107.0, 1108.0, 1109.0, 1110.0, 1111.0, 1116.0, 1117.0, 1118.0, 1119.0, 1120.0, 1121.0, 1122.0, 1123.0, 1128.0, 1129.0, 1130.0, 1131.0, 1132.0, 1133.0, 1134.0, 1135.0, 1140.0, 1141.0, 1142.0, 1143.0, 1144.0, 1145.0, 1146.0, 1147.0, 1155.0, 1156.0, 1157.0, 1158.0, 1159.0, 1160.0, 1161.0, 1162.0, 1167.0, 1168.0, 1169.0, 1170.0, 1171.0, 1172.0, 1173.0, 1174.0, 1179.0, 1180.0, 1181.0, 1182.0, 1183.0, 1184.0, 1185.0, 1186.0, 1191.0, 1192.0, 1193.0, 1194.0, 1195.0, 1196.0, 1197.0, 1198.0, 1230.0, 1231.0, 1232.0, 1233.0, 1234.0, 1235.0, 1236.0, 1237.0, 1242.0, 1243.0, 1244.0, 1245.0, 1246.0, 1247.0, 1248.0, 1249.0, 1254.0, 1255.0, 1256.0, 1257.0, 1258.0, 1259.0, 1260.0, 1261.0, 1266.0, 1267.0, 1268.0, 1269.0, 1270.0, 1271.0, 1272.0, 1273.0, 1281.0, 1282.0, 1283.0, 1284.0, 1285.0, 1286.0, 1287.0, 1288.0, 1293.0, 1294.0, 1295.0, 1296.0, 1297.0, 1298.0, 1299.0, 1300.0, 1305.0, 1306.0, 1307.0, 1308.0, 1309.0, 1310.0, 1311.0, 1312.0, 1317.0, 1318.0, 1319.0, 1320.0, 1321.0, 1322.0, 1323.0, 1324.0, 1332.0, 1333.0, 1334.0, 1335.0, 1336.0, 1337.0, 1338.0, 1339.0, 1344.0, 1345.0, 1346.0, 1347.0, 1348.0, 1349.0, 1350.0, 1351.0, 1356.0, 1357.0, 1358.0, 1359.0, 1360.0, 1361.0, 1362.0, 1363.0, 1368.0, 1369.0, 1370.0, 1371.0, 1372.0, 1373.0, 1374.0, 1375.0, 1383.0, 1384.0, 1385.0, 1386.0, 1387.0, 1388.0, 1389.0, 1390.0, 1395.0, 1396.0, 1397.0, 1398.0, 1399.0, 1400.0, 1401.0, 1402.0, 1407.0, 1408.0, 1409.0, 1410.0, 1411.0, 1412.0, 1413.0, 1414.0, 1419.0, 1420.0, 1421.0, 1422.0, 1423.0, 1424.0, 1425.0, 1426.0, 1458.0, 1459.0, 1460.0, 1461.0, 1462.0, 1463.0, 1464.0, 1465.0, 1470.0, 1471.0, 1472.0, 1473.0, 1474.0, 1475.0, 1476.0, 1477.0, 1482.0, 1483.0, 1484.0, 1485.0, 1486.0, 1487.0, 1488.0, 1489.0, 1494.0, 1495.0, 1496.0, 1497.0, 1498.0, 1499.0, 1500.0, 1501.0, 1509.0, 1510.0, 1511.0, 1512.0, 1513.0, 1514.0, 1515.0, 1516.0, 1521.0, 1522.0, 1523.0, 1524.0, 1525.0, 1526.0, 1527.0, 1528.0, 1533.0, 1534.0, 1535.0, 1536.0, 1537.0, 1538.0, 1539.0, 1540.0, 1545.0, 1546.0, 1547.0, 1548.0, 1549.0, 1550.0, 1551.0, 1552.0, 1560.0, 1561.0, 1562.0, 1563.0, 1564.0, 1565.0, 1566.0, 1567.0, 1572.0, 1573.0, 1574.0, 1575.0, 1576.0, 1577.0, 1578.0, 1579.0, 1584.0, 1585.0, 1586.0, 1587.0, 1588.0, 1589.0, 1590.0, 1591.0, 1596.0, 1597.0, 1598.0, 1599.0, 1600.0, 1601.0, 1602.0, 1603.0, 1611.0, 1612.0, 1613.0, 1614.0, 1615.0, 1616.0, 1617.0, 1618.0, 1623.0, 1624.0, 1625.0, 1626.0, 1627.0, 1628.0, 1629.0, 1630.0, 1635.0, 1636.0, 1637.0, 1638.0, 1639.0, 1640.0, 1641.0, 1642.0, 1647.0, 1648.0, 1649.0, 1650.0, 1651.0, 1652.0, 1653.0, 1654.0, 1719.0, 1720.0, 1721.0, 1722.0, 1723.0, 1724.0, 1725.0, 1726.0, 1731.0, 1732.0, 1733.0, 1734.0, 1735.0, 1736.0, 1737.0, 1738.0, 1743.0, 1744.0, 1745.0, 1746.0, 1747.0, 1748.0, 1749.0, 1750.0, 1755.0, 1756.0, 1757.0, 1758.0, 1759.0, 1760.0, 1761.0, 1762.0, 1770.0, 1771.0, 1772.0, 1773.0, 1774.0, 1775.0, 1776.0, 1777.0, 1782.0, 1783.0, 1784.0, 1785.0, 1786.0, 1787.0, 1788.0, 1789.0, 1794.0, 1795.0, 1796.0, 1797.0, 1798.0, 1799.0, 1800.0, 1801.0, 1806.0, 1807.0, 1808.0, 1809.0, 1810.0, 1811.0, 1812.0, 1813.0, 1821.0, 1822.0, 1823.0, 1824.0, 1825.0, 1826.0, 1827.0, 1828.0, 1833.0, 1834.0, 1835.0, 1836.0, 1837.0, 1838.0, 1839.0, 1840.0, 1845.0, 1846.0, 1847.0, 1848.0, 1849.0, 1850.0, 1851.0, 1852.0, 1857.0, 1858.0, 1859.0, 1860.0, 1861.0, 1862.0, 1863.0, 1864.0, 1896.0, 1897.0, 1898.0, 1899.0, 1900.0, 1901.0, 1902.0, 1903.0, 1908.0, 1909.0, 1910.0, 1911.0, 1912.0, 1913.0, 1914.0, 1915.0, 1920.0, 1921.0, 1922.0, 1923.0, 1924.0, 1925.0, 1926.0, 1927.0, 1932.0, 1933.0, 1934.0, 1935.0, 1936.0, 1937.0, 1938.0, 1939.0, 1947.0, 1948.0, 1949.0, 1950.0, 1951.0, 1952.0, 1953.0, 1954.0, 1959.0, 1960.0, 1961.0, 1962.0, 1963.0, 1964.0, 1965.0, 1966.0, 1971.0, 1972.0, 1973.0, 1974.0, 1975.0, 1976.0, 1977.0, 1978.0, 1983.0, 1984.0, 1985.0, 1986.0, 1987.0, 1988.0, 1989.0, 1990.0, 1998.0, 1999.0, 2000.0, 2001.0, 2002.0, 2003.0, 2004.0, 2005.0, 2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0, 2022.0, 2023.0, 2024.0, 2025.0, 2026.0, 2027.0, 2028.0, 2029.0, 2034.0, 2035.0, 2036.0, 2037.0, 2038.0, 2039.0, 2040.0, 2041.0, 2049.0, 2050.0, 2051.0, 2052.0, 2053.0, 2054.0, 2055.0, 2056.0, 2061.0, 2062.0, 2063.0, 2064.0, 2065.0, 2066.0, 2067.0, 2068.0, 2073.0, 2074.0, 2075.0, 2076.0, 2077.0, 2078.0, 2079.0, 2080.0, 2085.0, 2086.0, 2087.0, 2088.0, 2089.0, 2090.0, 2091.0, 2092.0, 2124.0, 2125.0, 2126.0, 2127.0, 2128.0, 2129.0, 2130.0, 2131.0, 2136.0, 2137.0, 2138.0, 2139.0, 2140.0, 2141.0, 2142.0, 2143.0, 2148.0, 2149.0, 2150.0, 2151.0, 2152.0, 2153.0, 2154.0, 2155.0, 2160.0, 2161.0, 2162.0, 2163.0, 2164.0, 2165.0, 2166.0, 2167.0, 2175.0, 2176.0, 2177.0, 2178.0, 2179.0, 2180.0, 2181.0, 2182.0, 2187.0, 2188.0, 2189.0, 2190.0, 2191.0, 2192.0, 2193.0, 2194.0, 2199.0, 2200.0, 2201.0, 2202.0, 2203.0, 2204.0, 2205.0, 2206.0, 2211.0, 2212.0, 2213.0, 2214.0, 2215.0, 2216.0, 2217.0, 2218.0, 2226.0, 2227.0, 2228.0, 2229.0, 2230.0, 2231.0, 2232.0, 2233.0, 2238.0, 2239.0, 2240.0, 2241.0, 2242.0, 2243.0, 2244.0, 2245.0, 2250.0, 2251.0, 2252.0, 2253.0, 2254.0, 2255.0, 2256.0, 2257.0, 2262.0, 2263.0, 2264.0, 2265.0, 2266.0, 2267.0, 2268.0, 2269.0, 2277.0, 2278.0, 2279.0, 2280.0, 2281.0, 2282.0, 2283.0, 2284.0, 2289.0, 2290.0, 2291.0, 2292.0, 2293.0, 2294.0, 2295.0, 2296.0, 2301.0, 2302.0, 2303.0, 2304.0, 2305.0, 2306.0, 2307.0, 2308.0, 2313.0, 2314.0, 2315.0, 2316.0, 2317.0, 2318.0, 2319.0, 2320.0, 2352.0, 2353.0, 2354.0, 2355.0, 2356.0, 2357.0, 2358.0, 2359.0, 2364.0, 2365.0, 2366.0, 2367.0, 2368.0, 2369.0, 2370.0, 2371.0, 2376.0, 2377.0, 2378.0, 2379.0, 2380.0, 2381.0, 2382.0, 2383.0, 2388.0, 2389.0, 2390.0, 2391.0, 2392.0, 2393.0, 2394.0, 2395.0, 2403.0, 2404.0, 2405.0, 2406.0, 2407.0, 2408.0, 2409.0, 2410.0, 2415.0, 2416.0, 2417.0, 2418.0, 2419.0, 2420.0, 2421.0, 2422.0, 2427.0, 2428.0, 2429.0, 2430.0, 2431.0, 2432.0, 2433.0, 2434.0, 2439.0, 2440.0, 2441.0, 2442.0, 2443.0, 2444.0, 2445.0, 2446.0, 2454.0, 2455.0, 2456.0, 2457.0, 2458.0, 2459.0, 2460.0, 2461.0, 2466.0, 2467.0, 2468.0, 2469.0, 2470.0, 2471.0, 2472.0, 2473.0, 2478.0, 2479.0, 2480.0, 2481.0, 2482.0, 2483.0, 2484.0, 2485.0, 2490.0, 2491.0, 2492.0, 2493.0, 2494.0, 2495.0, 2496.0, 2497.0, 2505.0, 2506.0, 2507.0, 2508.0, 2509.0, 2510.0, 2511.0, 2512.0, 2517.0, 2518.0, 2519.0, 2520.0, 2521.0, 2522.0, 2523.0, 2524.0, 2529.0, 2530.0, 2531.0, 2532.0, 2533.0, 2534.0, 2535.0, 2536.0, 2541.0, 2542.0, 2543.0, 2544.0, 2545.0, 2546.0, 2547.0, 2548.0, 2613.0, 2614.0, 2615.0, 2616.0, 2617.0, 2618.0, 2619.0, 2620.0, 2625.0, 2626.0, 2627.0, 2628.0, 2629.0, 2630.0, 2631.0, 2632.0, 2637.0, 2638.0, 2639.0, 2640.0, 2641.0, 2642.0, 2643.0, 2644.0, 2649.0, 2650.0, 2651.0, 2652.0, 2653.0, 2654.0, 2655.0, 2656.0, 2664.0, 2665.0, 2666.0, 2667.0, 2668.0, 2669.0, 2670.0, 2671.0, 2676.0, 2677.0, 2678.0, 2679.0, 2680.0, 2681.0, 2682.0, 2683.0, 2688.0, 2689.0, 2690.0, 2691.0, 2692.0, 2693.0, 2694.0, 2695.0, 2700.0, 2701.0, 2702.0, 2703.0, 2704.0, 2705.0, 2706.0, 2707.0, 2715.0, 2716.0, 2717.0, 2718.0, 2719.0, 2720.0, 2721.0, 2722.0, 2727.0, 2728.0, 2729.0, 2730.0, 2731.0, 2732.0, 2733.0, 2734.0, 2739.0, 2740.0, 2741.0, 2742.0, 2743.0, 2744.0, 2745.0, 2746.0, 2751.0, 2752.0, 2753.0, 2754.0, 2755.0, 2756.0, 2757.0, 2758.0, 2790.0, 2791.0, 2792.0, 2793.0, 2794.0, 2795.0, 2796.0, 2797.0, 2802.0, 2803.0, 2804.0, 2805.0, 2806.0, 2807.0, 2808.0, 2809.0, 2814.0, 2815.0, 2816.0, 2817.0, 2818.0, 2819.0, 2820.0, 2821.0, 2826.0, 2827.0, 2828.0, 2829.0, 2830.0, 2831.0, 2832.0, 2833.0, 2841.0, 2842.0, 2843.0, 2844.0, 2845.0, 2846.0, 2847.0, 2848.0, 2853.0, 2854.0, 2855.0, 2856.0, 2857.0, 2858.0, 2859.0, 2860.0, 2865.0, 2866.0, 2867.0, 2868.0, 2869.0, 2870.0, 2871.0, 2872.0, 2877.0, 2878.0, 2879.0, 2880.0, 2881.0, 2882.0, 2883.0, 2884.0, 2892.0, 2893.0, 2894.0, 2895.0, 2896.0, 2897.0, 2898.0, 2899.0, 2904.0, 2905.0, 2906.0, 2907.0, 2908.0, 2909.0, 2910.0, 2911.0, 2916.0, 2917.0, 2918.0, 2919.0, 2920.0, 2921.0, 2922.0, 2923.0, 2928.0, 2929.0, 2930.0, 2931.0, 2932.0, 2933.0, 2934.0, 2935.0, 2943.0, 2944.0, 2945.0, 2946.0, 2947.0, 2948.0, 2949.0, 2950.0, 2955.0, 2956.0, 2957.0, 2958.0, 2959.0, 2960.0, 2961.0, 2962.0, 2967.0, 2968.0, 2969.0, 2970.0, 2971.0, 2972.0, 2973.0, 2974.0, 2979.0, 2980.0, 2981.0, 2982.0, 2983.0, 2984.0, 2985.0, 2986.0, 3018.0, 3019.0, 3020.0, 3021.0, 3022.0, 3023.0, 3024.0, 3025.0, 3030.0, 3031.0, 3032.0, 3033.0, 3034.0, 3035.0, 3036.0, 3037.0, 3042.0, 3043.0, 3044.0, 3045.0, 3046.0, 3047.0, 3048.0, 3049.0, 3054.0, 3055.0, 3056.0, 3057.0, 3058.0, 3059.0, 3060.0, 3061.0, 3069.0, 3070.0, 3071.0, 3072.0, 3073.0, 3074.0, 3075.0, 3076.0, 3081.0, 3082.0, 3083.0, 3084.0, 3085.0, 3086.0, 3087.0, 3088.0, 3093.0, 3094.0, 3095.0, 3096.0, 3097.0, 3098.0, 3099.0, 3100.0, 3105.0, 3106.0, 3107.0, 3108.0, 3109.0, 3110.0, 3111.0, 3112.0, 3120.0, 3121.0, 3122.0, 3123.0, 3124.0, 3125.0, 3126.0, 3127.0, 3132.0, 3133.0, 3134.0, 3135.0, 3136.0, 3137.0, 3138.0, 3139.0, 3144.0, 3145.0, 3146.0, 3147.0, 3148.0, 3149.0, 3150.0, 3151.0, 3156.0, 3157.0, 3158.0, 3159.0, 3160.0, 3161.0, 3162.0, 3163.0, 3171.0, 3172.0, 3173.0, 3174.0, 3175.0, 3176.0, 3177.0, 3178.0, 3183.0, 3184.0, 3185.0, 3186.0, 3187.0, 3188.0, 3189.0, 3190.0, 3195.0, 3196.0, 3197.0, 3198.0, 3199.0, 3200.0, 3201.0, 3202.0, 3207.0, 3208.0, 3209.0, 3210.0, 3211.0, 3212.0, 3213.0, 3214.0, 3246.0, 3247.0, 3248.0, 3249.0, 3250.0, 3251.0, 3252.0, 3253.0, 3258.0, 3259.0, 3260.0, 3261.0, 3262.0, 3263.0, 3264.0, 3265.0, 3270.0, 3271.0, 3272.0, 3273.0, 3274.0, 3275.0, 3276.0, 3277.0, 3282.0, 3283.0, 3284.0, 3285.0, 3286.0, 3287.0, 3288.0, 3289.0, 3297.0, 3298.0, 3299.0, 3300.0, 3301.0, 3302.0, 3303.0, 3304.0, 3309.0, 3310.0, 3311.0, 3312.0, 3313.0, 3314.0, 3315.0, 3316.0, 3321.0, 3322.0, 3323.0, 3324.0, 3325.0, 3326.0, 3327.0, 3328.0, 3333.0, 3334.0, 3335.0, 3336.0, 3337.0, 3338.0, 3339.0, 3340.0, 3348.0, 3349.0, 3350.0, 3351.0, 3352.0, 3353.0, 3354.0, 3355.0, 3360.0, 3361.0, 3362.0, 3363.0, 3364.0, 3365.0, 3366.0, 3367.0, 3372.0, 3373.0, 3374.0, 3375.0, 3376.0, 3377.0, 3378.0, 3379.0, 3384.0, 3385.0, 3386.0, 3387.0, 3388.0, 3389.0, 3390.0, 3391.0, 3399.0, 3400.0, 3401.0, 3402.0, 3403.0, 3404.0, 3405.0, 3406.0, 3411.0, 3412.0, 3413.0, 3414.0, 3415.0, 3416.0, 3417.0, 3418.0, 3423.0, 3424.0, 3425.0, 3426.0, 3427.0, 3428.0, 3429.0, 3430.0, 3435.0, 3436.0, 3437.0, 3438.0, 3439.0, 3440.0, 3441.0, 3442.0]
We can plot the emittance
In [16]:
plt.figure()
bsrt.plot(plane='v',t1=t1,t2=t2,slots=None,avg=None,fit=False)
Out[16]:
<pytimber.LHCBSRT.BSRT at 0x7fed981a6ad0>
... and we can also perform a moving average over the data
In [17]:
plt.figure()
bsrt.plot(plane='h',t1=t1,t2=t2,slots=None,avg=10,fit=False)
Out[17]:
<pytimber.LHCBSRT.BSRT at 0x7fed981a6ad0>
... or plot only specific slots
In [18]:
plt.figure()
bsrt.plot(plane='h',t1=t1,t2=t2,slots=[50,62],avg=10,fit=False)
Out[18]:
<pytimber.LHCBSRT.BSRT at 0x7fed981a6ad0>
fit the emittance between tstart and tend
In [19]:
tstart=pytimber.parsedate("2017-11-02 16:26:00.000")
tend=pytimber.parsedate("2017-11-02 16:34:00.000")
The raw data can be also fitted with an exponential:
$\epsilon(t) = \epsilon_0\cdot e^{((t-t_{\rm start})/\tau)}$
In [21]:
plt.figure()
bsrt.plot(plane='h',t1=tstart,t2=tend,slots=[50,62],avg=10,fit=True)
Out[21]:
<pytimber.LHCBSRT.BSRT at 0x7fed981a6ad0>
The fit data from tstart to tend ist then stored in bsrt.emitfit.
In [22]:
bsrt.emitfit
Out[22]:
{0.0: {(1509636360.0,
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1.0: {(1509636360.0,
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3.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
4.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
5.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
6.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
7.0: {(1509636360.0,
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8.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
9.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
10.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
11.0: {(1509636360.0,
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dtype=[('ah', '<f8'), ('sigah', '<f8'), ('tauh', '<f8'), ('sigtauh', '<f8'), ('av', '<f8'), ('sigav', '<f8'), ('tauv', '<f8'), ('sigtauv', '<f8')])},
45.0: {(1509636360.0,
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46.0: {(1509636360.0,
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47.0: {(1509636360.0,
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49.0: {(1509636360.0,
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50.0: {(1509636360.0,
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51.0: {(1509636360.0,
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...}
For each (tstart,tend) the fitting data is stored in this dictionary. This means you can e.g. fit your data from [t0,t1], [t1,t2], etc., plot the complete data and then plot the individual fits on top.
In [14]:
t0fit=pytimber.parsedate("2016-08-24 03:34:00.000")
t1fit=pytimber.parsedate("2016-08-24 03:46:00.000")
t2fit=pytimber.parsedate("2016-08-24 03:50:00.000")
t3fit=pytimber.parsedate("2016-08-24 03:57:00.000")
t4fit=pytimber.parsedate("2016-08-24 04:08:00.000")
Here we perform the fit. The function bsrt.plot(..., fit=True) and bsrt.plot_fit() automatically generate this data, if no entry for the desired timestamp is found in bsrt.emitfit. Just to show it, we use here the underlying function bsrt.fit.
In [15]:
for ts,te in [[t0fit,t1fit],[t1fit,t2fit],[t2fit,t3fit],[t3fit,t4fit]]:
bsrt.fit(ts,te,force=True)
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-15-41306aced774> in <module>()
1 for ts,te in [[t0fit,t1fit],[t1fit,t2fit],[t2fit,t3fit],[t3fit,t4fit]]:
----> 2 bsrt.fit(ts,te,force=True)
/home/andalexo/work/pythons/venvs/full27/lib/python2.7/site-packages/pytimber/LHCBSRT.pyc in fit(self, t1, t2, force, verbose)
322 """
323 # -- set times
--> 324 t1,t2 = self._set_times(t1,t2,verbose)
325 # -- some basic checks
326 # check that the data has been extracted
/home/andalexo/work/pythons/venvs/full27/lib/python2.7/site-packages/pytimber/LHCBSRT.pyc in _set_times(self, t1, t2, verbose)
425 if t1 < self.t_start:
426 raise ValueError('Start time t1 = ' + '%s < %s'%(t1,self.t_start) +
--> 427 ' lies outside of data range!')
428 if t2 > self.t_end:
429 raise ValueError('End time t2 = ' + '%s > %s'%(t1,self.t_end) +
ValueError: Start time t1 = 1472002440.0 < 1509636360.0 lies outside of data range!
and now we can do the plot
In [ ]:
plt.figure()
for slot,c in zip([1062,1074],['b','r']):
# plot the averaged data
bsrt.plot(plane='v',t1=t0fit,t2=t4fit,slots=slot,avg=None,fit=False,color=c)
# now add the fit data with a black line
for ts,te in [[t0fit,t1fit],[t1fit,t2fit],[t2fit,t3fit],[t3fit,t4fit]]:
bsrt.plot_fit(plane='v',t1=ts,t2=te,slots = slot, color=c)
In [ ]:
Content source: andalexo/bgv
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