t3pa2cls

script for convert .t3pa files to .t3pa_cls

.t3pa file example:

Index $\quad$ Matrix $\quad$ Index $\quad$ ToA $\quad$ ToT $\quad$ FToA $\quad$ Overflow
0 $\quad$ 4574 $\quad$ 832 $\quad$ 29 $\quad$ 6 $\quad$ 0
1 $\quad$ 4831 $\quad$ 832 $\quad$ 35 $\quad$ 7 $\quad$ 0
2 $\quad$ 4575 $\quad$ 832 $\quad$ 100 $\quad$ 8 $\quad$ 0
3 $\quad$ 31031 $\quad$ 1745 $\quad$ 22 $\quad$ 11 $\quad$ 0
.
.
.

.t3pa_cls file example:

% Index $\quad$ Matrix Index $\quad$ [ RowNo, ClmNo ] $\quad$ ToA $\quad$ FToA $\quad$ ( ToA_in_ns ) $\quad$ ToT ( ToT_in_keV ) $\quad$ Overflow
# 1, $\quad$ Nunmasked = 3, $\quad$ Nmasked = 0, $\quad$ Ntot = 3 # Tfirst = 2.0787500000000000e+04 ns, $\quad$ Tlast = 2.0790625000000000e+04 ns, $\quad$ dT = 3.125000 ns, $\quad$ Etot = 64.428148 keV
2 $\quad$ 4575 $\quad$ [ 17, 223 ] $\quad$ 832 $\quad$ 8 $\quad$ ( 2.0787500000000000e+04 ns ) $\quad$ 100 $\quad$ ( 37.867914 keV ) $\quad$ 0
1 $\quad$ 4831 $\quad$ [ 18, 223 ] $\quad$ 832 $\quad$ 7 $\quad$ ( 2.0789062500000000e+04 ns ) $\quad$ 35 $\quad$ ( 14.733453 keV ) $\quad$ 0
0 $\quad$ 4574 $\quad$ [ 17, 222 ] $\quad$ 832 $\quad$ 6 $\quad$ ( 2.0790625000000000e+04 ns ) $\quad$ 29 $\quad$ ( 11.826781 keV ) $\quad$ 0
# 2, $\quad$ Nunmasked = 3, $\quad$ Nmasked = 0, $\quad$ Ntot = 3 # Tfirst = 4.3601562500000000e+04 ns, $\quad$ Tlast = 4.3607812500000000e+04 ns, $\quad$ dT = 6.250000 ns, $\quad$ Etot = 63.577435 keV
5 $\quad$ 30775 $\quad$ [ 120, 55 ] $\quad$ 1745 $\quad$ 15 $\quad$ ( 4.3601562500000000e+04 ns ) $\quad$ 99 $\quad$ ( 37.617059 keV ) $\quad$ 0
4 $\quad$ 30776 $\quad$ [ 120, 56 ] $\quad$ 1745 $\quad$ 13 $\quad$ ( 4.3604687500000000e+04 ns ) $\quad$ 44 $\quad$ ( 14.715446 keV ) $\quad$ 0
3 $\quad$ 31031 $\quad$ [ 121, 55 ] $\quad$ 1745 $\quad$ 11 $\quad$ ( 4.3607812500000000e+04 ns ) $\quad$2 2 $\quad$ ( 11.244929 keV ) $\quad$ 0
.
.
.

import numpy as np
import math
#import pandas as pd
import matplotlib.pyplot as plt

from urllib.error import HTTPError # recognise the error stemming from missing data
#import urllib
import urllib.request

t3pa2cls_XII - upravena fce energy(a, b, c, t, ToT, pocet_udalosti, RowNo, ClmNo) - nyni je se pocita i s pripadem "nan"

#Define an exception which will be raised if the data is missing and stop the notebook execution
class StopExecution(Exception):
    def _render_traceback_(self):
        pass
    
#shot_no = 36529  #test discharge for which the notebook will definitely work
shot_no = 44447
shot = shot_no
identifier='H03-W0051_shot_'+str(shot)+'_450V'
detector = 'H03-W0051'

ds = np.DataSource('/tmp')  # temporary storage for downloaded files
scalars_URL = 'http://golem.fjfi.cvut.cz/shots/{shot_no}/Diagnostics/PlasmaDetection/Results/{name}'

Functions

def get_scalar(shot_no, name):
    return float(ds.open(scalars_URL.format(shot_no=shot_no, name=name)).read())
t_plasma_start = get_scalar(shot_no, 't_plasma_start')
t_plasma_end = get_scalar(shot_no, 't_plasma_end')
is_plasma = get_scalar(shot_no, 'b_plasma')

def get_file(shot, identifier):
    #Pick the discharge to analyse 
    URL = 'http://golem.fjfi.cvut.cz/shots/{shot}/Diagnostics/TimepixDetector/H03/{identifier}.t3pa'
    
    url = URL.format(shot=shot, identifier=identifier)
    try:
        file_name_t3pa=url
        with urllib.request.urlopen(file_name_t3pa) as ft3pa:
            line = ft3pa.readline()
            line = line.decode('utf‐8')
        ft3pa.close
    except HTTPError:
        print('File not found at %s. Aborting notebook execution.' % url)
        raise StopExecution
    
    return file_name_t3pa

def get_file_calib(name_calib):
    #Pick the discharge to analyse 
    URL = 'http://golem.fjfi.cvut.cz/shots/{shot}/Diagnostics/TimepixDetector/calib_matrix_H03/{name_calib}.txt'
    
    url = URL.format(shot=shot, name_calib=name_calib)
    #print(url)
    try:
        file_calib=url
        with urllib.request.urlopen(file_calib) as calib:
            line = calib.readline()
            line = line.decode('utf‐8')
        calib.close
    except HTTPError:
        print('File not found at %s. Aborting notebook execution.' % url)
        raise StopExecution
    
    return file_calib

def load_calib(file_calib):
    with urllib.request.urlopen(file_calib) as fc:
        calib=[] #vytvoreni 1D pole
        for i in range(0,256): #tj. rozsah 0-255
            temp = [] # docasne pole
            for j in range(0,256):
                temp.append(0) #naplneni docasneho pole 0
            calib.append(temp)  #naplneni pole a[] docasnym polem temp
            
        for i in range(0,256): #nacteni calib matice do pole calib
            line = fc.readline()
            line = line.decode('utf‐8')
            word=line.strip().split(' ')
            for j in range(0,256):
                calib[i][j]=float(word[j]) #i = radek, j = sloupec0
    fc.close       
    return calib

def load_t3pa_file(file_t3pa):
    index=[]
    matrix_index=[]
    ToA=[]
    ToT=[]
    FToA=[]
    overflow=[]
    pocet_udalosti = 0
    with urllib.request.urlopen(file_t3pa) as ft3pa:
        line = ft3pa.readline()
        line = line.decode('utf‐8')
        while True:
            line = ft3pa.readline()
            line = line.decode('utf‐8')
            word=line.strip().split('\t') #v t3pa souboru je oddelovac \t
            if line == '':
                break
            
            index.append(word[0])
            matrix_index.append(word[1])
            ToA.append(float(word[2]))
            ToT.append(float(word[3]))
            FToA.append(float(word[4]))
            overflow.append(float(word[5]))
            pocet_udalosti = pocet_udalosti + 1
    ft3pa.close
    return index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti

def noise(index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti): #tuto fci nemus9m explicitn2 volat - volam ji v fci load_t3pa
    pocet=int(0) #pocet sumicich pixelu
    konst=int(len(index)/1000)+1
    noise_matrix_index=[]
    for i in range(0,konst):      
        pom = [] # pomocne pole
        k=0 #pomocna promenna - udava, kolik je v czklu ve skutecnosti udalosti - aby nebyla chyba 'list index out of range'
        for j in range(0,1001):
            if i*1000+j>=len(index):
                break
            pom.append(matrix_index[i*1000+j])
            k=k+1
        for m in range(0,k):
                count=int(0) #pocet vvyskytu stejneho matrix index behem 1000 udalosti
                index_=int(-1) #budu testovat, jestli pixel na ktery koukam je sumici (abych ho nezapocital 2x)
                
                for p in range(0,pocet):
                    #index=int(p)
                    if pom[m]==noise_matrix_index[p]:
                        index_=p #pixel na ktery jsem uz koukal a byl sumici
                        break
                
                if index_ >=0 and pom[m]==noise_matrix_index[index_]:
                    continue
                                 
                for l in range(0,k):
                    if pom[m]==pom[l]:
                        count=count+1
                ####podminka na sumici pixely
                if count>=50: #kdyz se pixel vyskytne behem tisice udalosti vicekrat nez toto cislo, je sumici 
                    noise_matrix_index.append(pom[m])
                    #noise_matrix_index[pocet]=pom[i]
                    pocet=pocet+1
        pom.clear()           
        
    pocet_udalosti=len(index)
    
    for n in range (0,pocet_udalosti):
        for o in range(0,len(noise_matrix_index)):
            if n >=pocet_udalosti:
                    break
            if(matrix_index[n]==noise_matrix_index[o]):
                del matrix_index[n]
                del index[n]
                del ToA[n]
                del ToT[n]
                del FToA[n]
                del overflow[n]
                pocet_udalosti=pocet_udalosti-1
                continue
    return pocet_udalosti,index,  matrix_index, ToA, ToT, FToA, overflow

def t3pa_data(pocet_udalosti,index,  matrix_index, ToA, ToT, FToA, overflow):
    #rovnou vyhodim sumici pixely
    pocet_udalosti,index,  matrix_index, ToA, ToT, FToA, overflow=noise(index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti)
    RowNo=[]
    ClmNo=[]
    for i in range(0,len(matrix_index)):
        RowNo.append(int(int(matrix_index[i]))//int(256))
        ClmNo.append(int(int(matrix_index[i]))%int(256))
    return index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti, RowNo, ClmNo

def hit_map(detector,hit_map_fig,RowNo,ClmNo):
    plt.hist2d(RowNo,ClmNo,bins=(256,256),cmap='Blues')
    cb=plt.colorbar()
    cb.set_label('Counts in pixel')
    plt.xlabel('x [pixel]')
    plt.ylabel('y [pixel]')
    plt.title(detector)
    plt.savefig(hit_map_fig, dpi = 1000)
    return

def energy(a, b, c, t, ToT, pocet_udalosti, RowNo, ClmNo):
    E=[] #energy in keV
    #for i in range (0,pocet_udalosti):
    pom=0
    for i in range (0,len(ToT)):
        sqrt=float(0.0)
        e1=float(0.0)
        e2=float(0.0)
        
        # promenna sqrt je vnitrek odmocniny
        sqrt =  (((float(b[RowNo[i]][ClmNo[i]])+float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]])-float(ToT[i])))*(((float(b[RowNo[i]][ClmNo[i]])+float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]])-float(ToT[i])))) + (float(4)*float(a[RowNo[i]][ClmNo[i]])*float(c[RowNo[i]][ClmNo[i]]))) #zmena oproti verzi VI
        if float(sqrt)<float(0):
            E.append(float(0))
            
            
        else:
            '''
            V kalibracni matici a se obcas vyskytne 0 -> ve vypoctu energie
            je tim padem deleni nulou -> energie diverguje. Jak to vyresit?
            zatim polozim energii = 0 (kdyz a=0), pak se uvidi
            
            nakonec udelam limitu vyrazu energie pro a->0 (L'hopital)
            '''
            if a[RowNo[i]][ClmNo[i]]==0:
                e1=((float(t[RowNo[i]][ClmNo[i]]))/float(2)) + ((((float(b[RowNo[i]][ClmNo[i]])+float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]])-float(ToT[i]))*(float(t[RowNo[i]][ClmNo[i]]))) - 2*(float(c[RowNo[i]][ClmNo[i]])))/(float(2)*np.sqrt(float(sqrt))))
                e2=((float(t[RowNo[i]][ClmNo[i]]))/float(2)) - ((((float(b[RowNo[i]][ClmNo[i]])+float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]])-float(ToT[i]))*(float(t[RowNo[i]][ClmNo[i]]))) - 2*(float(c[RowNo[i]][ClmNo[i]])))/(float(2)*np.sqrt(float(sqrt))))
                
            
            else:
                e1=((-(float(b[RowNo[i]][ClmNo[i]]) - (float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]]))-float(ToT[i])))+np.sqrt(float(sqrt)))/(float(2)*float(a[RowNo[i]][ClmNo[i]]))
                e2=((-(float(b[RowNo[i]][ClmNo[i]]) - (float(a[RowNo[i]][ClmNo[i]])*float(t[RowNo[i]][ClmNo[i]]))-float(ToT[i])))-np.sqrt(float(sqrt)))/(float(2)*float(a[RowNo[i]][ClmNo[i]]))
                
            if a[RowNo[i]][ClmNo[i]]<0:
                e1=-1
                e2=-1
                
            if math.isnan(e1):
                e1=-1 
                
            if math.isnan(e2):
                e2=-1 
                
            if e1<0 and e2<0:
                E.append(float(0))
                
            if e1>=0 and e1>e2:
                E.append(float(e1))
                    
            if e2>=0 and e2>e1:
                E.append(float(e2))
                
            if e1>=0 and e2==e1:
                E.append(float(e1)) 
            
    return E

def Time(ToA, FToA, pocet_udalosti, RowNo, ClmNo):
    T=[] #time in ns
    for i in range (0,pocet_udalosti):
        Time=float(0.0)
        Time=(float(ToA[i])-((float(FToA[i])/float(16))))*float(25)
        T.append(float(Time))
    return T

def remove_interactions_with_zero_energy(index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T):
    i=0
    treshold=5.015347
    while i < len(T):
        if E[i]<treshold: #E[i] < energy treshold
            index.pop(i)
            matrix_index.pop(i)
            ToA.pop(i)
            ToT.pop(i)
            FToA.pop(i)
            overflow.pop(i)
            RowNo.pop(i)
            ClmNo.pop(i)
            E.pop(i)
            T.pop(i)
            continue
        i=i+1
    return index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T

def clustering_new(index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T):
    dT=float(50)
    
    indexCl, TCl,ECl, matrix_indexCl, ToACl,ToTCl,FToACl,RowNoCl,ClmNoCl,overflowCl=[],[],[],[],[],[],[],[],[],[]
    StartLastElem=len(T)-1
    
    indexCl.append(int(index[StartLastElem]))
    TCl.append(float(T[StartLastElem]))
    ECl.append(float(E[StartLastElem]))
    matrix_indexCl.append(int(matrix_index[StartLastElem]))
    RowNoCl.append(int(RowNo[StartLastElem]))
    ClmNoCl.append(int(ClmNo[StartLastElem]))
    ToACl.append(float(ToA[StartLastElem]))
    ToTCl.append(float(ToT[StartLastElem]))
    FToACl.append(float(FToA[StartLastElem]))
    overflowCl.append(float(overflow[StartLastElem]))
    
    del index[StartLastElem]
    del T[StartLastElem]
    del E[StartLastElem]
    del matrix_index[StartLastElem]
    del RowNo[StartLastElem]
    del ClmNo[StartLastElem]
    del ToA[StartLastElem]
    del ToT[StartLastElem]
    del FToA[StartLastElem]
    del overflow[StartLastElem]
    
    j=1
    pom=float(TCl[0]+dT)
    while(j >0):
        if(len(T) == 0):
           break
        k=0
        j=0
        while (k<=(len(TCl)-1)):
            i=len(T)-1
            if(len(T) == 0):
                break
            pocet_sousedu=0 #pocet sousednich pixelu - mohou byt maximalne 4
            delka=0
            # verze X
            count=0 #pomocna promanna, kterou urcuji, ze se ma nasledujici cyklus while projit jeste jednou, pokud je i = -1
            while(float(T[i])<=(pom)):
                delka=delka+1
                if(((((int(RowNoCl[k]))==(int(RowNo[i])+1))or((int(RowNoCl[k]))==(int(RowNo[i])-1))) and ((int(ClmNoCl[k]))==(int(ClmNo[i])))) or (((int(RowNoCl[k]))==(int(RowNo[i]))) and (((int(ClmNoCl[k]))==(int(ClmNo[i])+1))or((int(ClmNoCl[k]))==(int(ClmNo[i])-1))))):
                    #beru jen pixely, které mají společnou jednu stranu.
                    #pixely, kter0 spolu sousedí přes roh neuvažuji
                    indexCl.append(int(index[i]))
                    TCl.append(float(T[i]))
                    ECl.append(float(E[i]))
                    matrix_indexCl.append(int(matrix_index[i]))
                    RowNoCl.append(int(RowNo[i]))
                    ClmNoCl.append(int(ClmNo[i]))
                    ToACl.append(float(ToA[i]))
                    ToTCl.append(float(ToT[i]))
                    FToACl.append(float(FToA[i]))
                    overflowCl.append(float(overflow[i]))
                    
                    # Removes i-th Row
                    del index[i]
                    del T[i]
                    del E[i]
                    del matrix_index[i]
                    del RowNo[i]
                    del ClmNo[i]
                    del ToA[i]
                    del ToT[i]
                    del FToA[i]
                    del overflow[i]
                    
                    j=j+1
                    i=len(T)-1
                    pocet_sousedu=pocet_sousedu+1
                    
                    if(len(T) == 0):
                        break
                    
                    if(pocet_sousedu==4):
                        break
                    
                    continue
                
                i=i-1
                if(i==-1): # verze X
                    count=count+1
                    
                if(i<0 and len(T)>0): # verze X
                    i=0
                    if(count>1):
                        break
                    
                if(i>=len(T)):
                    break
            k=k+1
            
        if(len(TCl)>2):
            indexCl, TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl = insertionSort(indexCl, TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl)
            
    return T, indexCl,TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl  

def insertionSort(indexCl, TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl):
    # Function to do insertion sort
    # Traverse through 1 to len(arr)
    for i in range(1, len(TCl)):
        key = TCl[i]
        # Move elements of arr[0..i-1], that are
        # greater than key, to one position ahead
        # of their current position
        
        #ostatni
        key1 = indexCl[i]
        key2 = ECl[i]
        key3 = matrix_indexCl[i]
        key4 = RowNoCl[i]
        key5 = ClmNoCl[i]
        key6 = ToACl[i]
        key7 = ToTCl[i]
        key8 = FToACl[i]
        key9 = overflowCl[i]
        
        j = i-1
        while j >= 0 and key < TCl[j] :
                TCl[j + 1] = TCl[j]
                #ostatni
                indexCl[j + 1] = indexCl[j]
                ECl[j + 1] = ECl[j]
                matrix_indexCl[j + 1] = matrix_indexCl[j]
                RowNoCl[j + 1] = RowNoCl[j]
                ClmNoCl[j + 1] = ClmNoCl[j]
                ToACl[j + 1] = ToACl[j]
                ToTCl[j + 1] = ToTCl[j]
                FToACl[j + 1] = FToACl[j]
                overflowCl[j + 1] = overflowCl[j]
                j -= 1
                
        TCl[j + 1] = key
        #ostatni
        indexCl[j + 1] = key1
        ECl[j + 1] = key2
        matrix_indexCl[j + 1] = key3
        RowNoCl[j + 1] =key4
        ClmNoCl[j + 1] = key5
        ToACl[j + 1] = key6
        ToTCl[j + 1] = key7
        FToACl[j + 1] = key8
        overflowCl [j + 1] = key9 
    return indexCl, TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl

def file_t3pa_cls_new(file_t3pa_cls,T):
    with open(file_t3pa_cls, "w", encoding="utf-8") as t3pa_cls:
        t3pa_cls.write('%\n')
        t3pa_cls.write('% Index	Matrix Index	[ RowNo, ClmNo ]	ToA	FToA	( ToA_in_ns )	ToT	( ToT_in_keV )	Overflow\n')
        t3pa_cls.write('\n')
        i=1
        T_first=[]
        E_tot=[]
        while(len(T) > 0):
            T, indexCl,TCl, ECl, matrix_indexCl, RowNoCl, ClmNoCl, ToACl, ToTCl, FToACl, overflowCl = clustering_new(index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T) 
            Tfirst=float(TCl[0])
            Tlast=float(TCl[len(TCl)-1])
            dT=Tlast-Tfirst
            Etot=float(0)
            for k in range(0,len(TCl)):
                Etot=Etot+float(ECl[k])
            T_first.append(float(Tfirst))
            dT=Tlast-Tfirst
            E_tot.append(float(Etot))
            
            t3pa_cls.write('# '+str(i)+', Nunmasked = '+str(len(TCl))+', Nmasked = 0, Ntot = '+str(len(TCl))+'\n')
            t3pa_cls.write('# Tfirst = '+str(Tfirst)+' ns, Tlast = '+str(Tlast)+' ns, dT = '+str(dT)+' ns, Etot = '+str(Etot)+' keV\n')
            for j in range(0,len(TCl)):
                t3pa_cls.write(str(indexCl[j])+'	'+str(matrix_indexCl[j])+'	[ '+str(RowNoCl[j])+',	'+str(ClmNoCl[j])+' ]	'+str(ToACl[j])+'	'+str(FToACl[j])+'	( '+str(TCl[j])+' ns )	'+str(ToTCl[j])+'	( '+str(ECl[j])+' keV )	'+str(overflowCl[j])+'\n')
            
            t3pa_cls.write('\n') 
            i=i+1
    t3pa_cls.close
    return T_first, E_tot

def energy_spectrum_in_time(Tfirst, Etot): #dela histogram - energie zaznamenana v case 
    pom = 0
    dt=100 #(ns) time width of 1 bin
    
    T_first=0 #cas, kdy prisel trigger a yacalo mereni
    T_last=(max(Tfirst)) #posledni z Tfirst
       
    Delta_T = T_last - T_first
    poc = int(int(Delta_T) / float(dt)) + 1 #pocet casovych oken
    
    T_int_first=[] #cas
    E=[] #energie
    
    for i in range(0,poc):
        T_int_first.append((i*dt) + dt/2)
        E.append(0)
    
    #XII
    for j in range(0,len(Tfirst)):
        time_index=0
        time_index=int(((Tfirst[j]-T_first)/dt))
        if float(Tfirst[j]-T_first) >= (T_int_first[time_index] - dt / 2) and float(Tfirst[j]-T_first) < (T_int_first[time_index] + dt / 2):
            E[time_index]=float(E[time_index])+float(Etot[j])
            pom=pom+1
            
    for l in range(0,len(T_int_first)):
        T_int_first[l]=T_int_first[l]+T_first
        
    caption, T_int_first = energy_in_time_hist(T_int_first, E, figure_E_in_time_hist, t_plasma_start, t_plasma_end, is_plasma, dt)
    return dt, caption, T_int_first, E

def energy_in_time_hist(T_int_first, E,figure_E_in_time_hist, t_plasma_start, t_plasma_end, is_plasma, dt):    
    plt.rcParams.update({'font.size': 20})
    fig, ax = plt.subplots(figsize =(10, 7))
    for k in range(0,len(T_int_first)):
                T_int_first[k] = T_int_first[k] / 1000000
    plt.plot(T_int_first, E)
    plt.title(detector+', #'+str(shot_no))
    plt.xlabel('Time [ms]')
    plt.ylabel('Energy [keV]')
    if is_plasma == 1:
        for t in (t_plasma_start, t_plasma_end):
                plt.axvline(t, color='k', linestyle='--')
                plt.xlim([0, (t_plasma_start + t_plasma_end)])
    else:
        plt.xlim(0,)
        
    plt.ylim(0,) #10 000 keV
    plt.savefig(figure_E_in_time_hist, dpi = 1000)
    caption = '# x = time in ms, count = energy in keV, dT= '+str(dt)+' ns'
    return caption, T_int_first

def hits_in_time_hist_new(T, dt, t_plasma_start, t_plasma_end, is_plasma,figure_count_in_time_hist):
    pom = 0
    
    T_first=0 #cas, kdy prisel trigger a yacalo mereni
    T_last=(max(T)) #posledni z Tfirst
       
    Delta_T = T_last - T_first
    poc = int(int(Delta_T) / float(dt)) + 1 #pocet casovych oken
    
    T_hit=[] #cas
    count=[] #energie
    for i in range(0,poc):
        T_hit.append((i*dt) + dt/2)
        count.append(0)
        
    for j in range(0,len(T)):
        time_index=0
        time_index=int(((T[j]-T_first)/dt))
        k=time_index
        
    for j in range(0,len(T)):
        time_index=0
        time_index=int(((T[j]-T_first)/dt))
        if float(T[j]-T_first) >= (T_hit[time_index] - dt / 2) and float(T[j]-T_first) < (T_hit[time_index] + dt / 2):
                count[time_index] = count[time_index] + 1
                pom=pom+1
      
    for l in range(0,len(T_hit)):
        T_hit[l]=T_hit[l]+T_first
    
    plt.rcParams.update({'font.size': 20})
    fig, ax = plt.subplots(figsize =(10, 7))
    for k in range(0,len(T_hit)):
                T_hit[k] = T_hit[k] / 1000000
    plt.plot(T_hit, count)
    plt.title(detector+', #'+str(shot_no))
    plt.xlabel('Time [ms]')
    plt.ylabel('Count')
    if is_plasma == 1:
        for t in (t_plasma_start, t_plasma_end):
                plt.axvline(t, color='k', linestyle='--')
                plt.xlim([0, (t_plasma_start + t_plasma_end)])
    else:
        plt.xlim(0,)
        
    plt.ylim(0,) #10 000 keV
    plt.savefig(figure_count_in_time_hist, dpi = 1000)
    caption = '# x = time in ms, dT= '+str(dt)+' ns'
    return caption, T_hit,count

def energy_spectrum(Etot):
    E_min=0
    dE=5 #keV
    E_max=max(Etot)
    pocet=(E_max//dE) + 3
    pocet=int(pocet)
    E_max=float(dE*pocet)
    
    xle=[]
    xre=[]
    xmean=[]
    
    for p in range (0,pocet):
        xle.append(E_min + (p * (E_max - E_min)) / pocet)
        xre.append(xle[p]+dE)
        xmean.append((xle[p] + xre[p]) / 2)
    
    count=[]
    for l in range(0,pocet):
        count.append(0)
    #XII
    for i in range(0,len(Etot)):
        E_index=int(((Etot[i]-E_min)/dE))
        if ((xle[E_index] <= Etot[i]) and (Etot[i] < xre[E_index])):
            count[E_index]=count[E_index]+1
    
    plt.rcParams.update({'font.size': 20})
    fig, ax = plt.subplots(figsize =(10, 7))
    ax.hist(Etot, bins = xle)
    plt.title(detector+', #'+str(shot_no))
    plt.xlabel('Energy [keV]')
    plt.ylabel('Count')
    plt.xlim(0,)
    ax.set_yscale('log') #log scale y
    caption = '# x = energy in keV, dE= '+str(dE)+' keV'
    plt.savefig(figure_E_hist, dpi = 1000)
    return caption, xmean,count, xle, Etot

def hist_file(file_hist, xmean, count, caption ):
    with open(file_hist, "w", encoding="utf-8") as hist:
        hist.write('#\n')
        hist.write('#'+str(caption)+'\n')
        hist.write('# x_mean     count\n')
        hist.write('\n')
        for m in range(0,len(xmean)):
                hist.write(str(xmean[m])+'     '+str(count[m])+'\n')
        
    hist.close
    return T_first, E_tot

def multiplot(icon_fig, x1,y1,x2,y2):
    plt.rcParams.update({'font.size': 20})
    fig, ax = plt.subplots(nrows=2,figsize =(10, 7))
    
    ax[0].plot(x1, y1)
    ax[0].set_xlabel('Time [ms]')
    ax[0].set_ylabel('Energy [keV]')
    if is_plasma == 1:
        for t in (t_plasma_start, t_plasma_end):
                ax[0].axvline(t, color='k', linestyle='--')
                ax[0].set_xlim([0, (t_plasma_start + t_plasma_end)])
    else:
        ax[0].set_xlim(0,)
    ax[0].set_ylim(0,) #keV
    
    ax[1].hist(y2, bins = x2)
    ax[1].set_xlabel('Energy [keV]')
    ax[1].set_ylabel('Count')
    ax[1].set_xlim(0,)
    #ax[1].set_ylim(0,)
    ax[1].set_yscale('log') #log scale y
    
    fig.subplots_adjust(hspace=0.3)
    
    plt.savefig(icon_fig, dpi = 1000)
    return

File names

#soubory, ktere ctu
#read files
t3pa=get_file(shot, identifier)
name_calib='caliba'
caliba=get_file_calib(name_calib)
name_calib='calibb'
calibb=get_file_calib(name_calib)
name_calib='calibc'
calibc=get_file_calib(name_calib)
name_calib='calibt'
calibt=get_file_calib(name_calib)

#vytvorene soubory:
#created files
t3pa_cls='H03-W0051_shot_'+str(shot)+'_450V.t3pa_cls'
E_hist='H03-W0051_shot_'+str(shot)+'_450V_E_hist.txt'
E_in_time_hist='H03-W0051_shot_'+str(shot)+'_450V_discharge_energy.txt'
count_in_time_hist= 'H03-W0051_shot_'+str(shot)+'_450V_discharge_hits.txt'

#created figures
icon_fig='icon-fig'
figure_E_in_time_hist='discharge_energy'
figure_count_in_time_hist='discharge_hits'
figure_E_hist='Energy_spectrum'
hit_map_fig='hit-map'

Calling functions

#nactu jednotlive kalibracni matice - abych to nemusel delat v kazde funkci
a=load_calib(caliba)
b=load_calib(calibb)
c=load_calib(calibc)
t=load_calib(calibt)

#nactu a urcim jednotlive hodnoty - abych to nemusel delat v kazde funkci
index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti = load_t3pa_file(t3pa)
index,  matrix_index, ToA, ToT, FToA, overflow, pocet_udalosti, RowNo, ClmNo = t3pa_data(pocet_udalosti,index,  matrix_index, ToA, ToT, FToA, overflow)

Hit map

raw data

#hit map
hit_map(detector,hit_map_fig,RowNo,ClmNo)

Energy and time calculation

Energy and time calculation from raw data.

E=energy(a, b, c, t, ToT, pocet_udalosti, RowNo, ClmNo)
T=Time(ToA, FToA, pocet_udalosti, RowNo, ClmNo)

index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T = remove_interactions_with_zero_energy(index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E, T)

#sort by time
T, index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E = (list(t) for t in zip(*sorted(zip(T, index, matrix_index, ToA, ToT, FToA, overflow, RowNo, ClmNo, E), reverse=True))) #serazeni od nejvetsiho po nejmensi

T_pom=T.copy()

#save to file
T_first, E_tot = file_t3pa_cls_new(t3pa_cls,T)

Detected energies during the discharge

dt, caption, T_int_first, E = energy_spectrum_in_time(T_first, E_tot)
hist_file(E_in_time_hist, T_int_first, E, caption);

([6675421.875,
  6817651.5625,
  6978385.9375,
  7092885.9375,
  7092889.0625,
  7098371.875,
  7098979.6875,
  7100273.4375,
  7128687.5,
  7139760.9375,
  7143310.9375,
  7256139.0625,
  7283318.75,
  7313010.9375,
  7317635.9375,
  7317639.0625,
  7318851.5625,
  7319214.0625,
  7320768.75,
  7341092.1875,
  7341784.375,
  7343203.125,
  7446295.3125,
  7456365.625,
  7467387.5,
  7470332.8125,
  7548021.875,
  7557921.875,
  7560350.0,
  7574860.9375,
  7577114.0625,
  7602728.125,
  7614604.6875,
  7628903.125,
  7637468.75,
  7662876.5625,
  7734831.25,
  7739964.0625,
  7773648.4375,
  7814643.75,
  7816306.25,
  7818746.875,
  7823817.1875,
  7846806.25,
  7849092.1875,
  7901448.4375,
  7957520.3125,
  7988923.4375,
  8072834.375,
  8143668.75,
  8148107.8125,
  8149007.8125,
  8164992.1875,
  8172745.3125,
  8173853.125,
  8175201.5625,
  8176145.3125,
  8176529.6875,
  8177703.125,
  8177868.75,
  8177895.3125,
  8180195.3125,
  8180248.4375,
  8180279.6875,
  8180350.0,
  8200370.3125,
  8225598.4375,
  8230703.125,
  8251876.5625,
  8313131.25,
  8319104.6875,
  8323873.4375,
  8332112.5,
  8340421.875,
  8341232.8125,
  8342232.8125,
  8344295.3125,
  8344396.875,
  8348782.8125,
  8357298.4375,
  8365906.25,
  8369943.75,
  8370267.1875,
  8371520.3125,
  8373115.625,
  8380440.625,
  8388807.8125,
  8395351.5625,
  8396159.375,
  8404123.4375,
  8406585.9375,
  8406826.5625,
  8412414.0625,
  8414870.3125,
  8414890.625,
  8414925.0,
  8415414.0625,
  8420159.375,
  8442282.8125,
  8443321.875,
  8475060.9375,
  8476731.25,
  8496901.5625,
  8505571.875,
  8509389.0625,
  8512120.3125,
  8513762.5,
  8513768.75,
  8515059.375,
  8515598.4375,
  8524450.0,
  8524845.3125,
  8533562.5,
  8560229.6875,
  8571446.875,
  8583526.5625,
  8583607.8125,
  8591646.875,
  8595970.3125,
  8600737.5,
  8616078.125,
  8617128.125,
  8617371.875,
  8617376.5625,
  8623314.0625,
  8657139.0625,
  8657895.3125,
  8663223.4375,
  8674862.5,
  8689834.375,
  8689950.0,
  8692990.625,
  8705206.25,
  8716768.75,
  8716981.25,
  8733256.25,
  8736100.0,
  8737276.5625,
  8740320.3125,
  8760042.1875,
  8777928.125,
  8799714.0625,
  8803287.5,
  8840356.25,
  8843668.75,
  8847260.9375,
  8849359.375,
  8873490.625,
  8877912.5,
  8884868.75,
  8887275.0,
  8888321.875,
  8892020.3125,
  8892634.375,
  8893745.3125,
  8894812.5,
  8897482.8125,
  8900835.9375,
  8902046.875,
  8915989.0625,
  8924979.6875,
  8927212.5,
  8927559.375,
  8938485.9375,
  8943710.9375,
  8988821.875,
  8990507.8125,
  9000132.8125,
  9000903.125,
  9025575.0,
  9026225.0,
  9029510.9375,
  9097810.9375,
  9170179.6875,
  9170195.3125,
  9205451.5625,
  9258082.8125,
  9261270.3125,
  9297826.5625,
  9300153.125,
  9303004.6875,
  9303590.625,
  9345239.0625,
  9345670.3125,
  9347903.125,
  9349409.375,
  9351432.8125,
  9353031.25,
  9354407.8125,
  9354576.5625,
  9376487.5,
  9392710.9375,
  9401296.875,
  9408787.5,
  9431748.4375,
  9431793.75,
  9432690.625,
  9476881.25,
  9482476.5625,
  9509901.5625,
  9510982.8125,
  9512203.125,
  9512214.0625,
  9575226.5625,
  9614798.4375,
  9642014.0625,
  9642806.25,
  9662876.5625,
  9663964.0625,
  9665265.625,
  9665775.0,
  9666203.125,
  9673587.5,
  9964559.375,
  9979282.8125,
  10004625.0,
  10005646.875,
  10005873.4375,
  10006995.3125,
  10113265.625,
  10200153.125,
  10255425.0,
  10255451.5625,
  10273357.8125,
  10285385.9375,
  10286537.5,
  10286801.5625,
  10291153.125,
  10291903.125,
  10296210.9375,
  10297573.4375,
  10297578.125,
  10297725.0,
  10297851.5625,
  10298045.3125,
  10298479.6875,
  10298498.4375,
  10298500.0,
  10298642.1875,
  10299628.125,
  10299773.4375,
  10299920.3125,
  10300079.6875,
  10300220.3125,
  10300734.375,
  10301528.125,
  10302734.375,
  10304187.5,
  10304909.375,
  10305703.125,
  10306726.5625,
  10307206.25,
  10307640.625,
  10307898.4375,
  10307962.5,
  10308196.875,
  10309334.375,
  10310075.0,
  10310098.4375,
  10311015.625,
  10312735.9375,
  10317031.25,
  10325976.5625,
  10340576.5625,
  10343412.5,
  10343945.3125,
  10344478.125,
  10345520.3125,
  10358854.6875,
  10360171.875,
  10360225.0,
  10360887.5,
  10366634.375,
  10375445.3125,
  10426262.5,
  10428004.6875,
  10442987.5,
  10454871.875,
  10455601.5625,
  10455742.1875,
  10456635.9375,
  10458771.875,
  10459531.25,
  10460009.375,
  10460632.8125,
  10461193.75,
  10461806.25,
  10462496.875,
  10464868.75,
  10468921.875,
  10469254.6875,
  10469276.5625,
  10480273.4375,
  10504426.5625,
  10504725.0,
  10506353.125,
  10506500.0,
  10511100.0,
  10511490.625,
  10512409.375,
  10512648.4375,
  10512656.25,
  10521906.25,
  10527426.5625,
  10530987.5,
  10531629.6875,
  10546514.0625,
  10547482.8125,
  10547617.1875,
  10547659.375,
  10547812.5,
  10547837.5,
  10547939.0625,
  10548040.625,
  10548196.875,
  10548703.125,
  10549128.125,
  10549157.8125,
  10549187.5,
  10549187.5,
  10549384.375,
  10549910.9375,
  10550687.5,
  10550757.8125,
  10550884.375,
  10550957.8125,
  10551310.9375,
  10551767.1875,
  10551846.875,
  10551956.25,
  10552307.8125,
  10553276.5625,
  10555601.5625,
  10557300.0,
  10560206.25,
  10575029.6875,
  10619951.5625,
  10629181.25,
  10640809.375,
  10640896.875,
  10642035.9375,
  10644512.5,
  10645075.0,
  10645428.125,
  10654884.375,
  10662776.5625,
  10688106.25,
  10691389.0625,
  10712278.125,
  10735873.4375,
  10735915.625,
  10755632.8125,
  10764081.25,
  10770628.125,
  10787176.5625,
  10838475.0,
  10895640.625,
  10895667.1875,
  10917342.1875,
  10924587.5,
  10972598.4375,
  10976764.0625,
  10988540.625,
  10991975.0,
  10992062.5,
  11269531.25,
  11270073.4375,
  11271045.3125,
  11273004.6875,
  11273259.375,
  11273301.5625,
  11275484.375,
  11275540.625,
  11275671.875,
  11275681.25,
  11276285.9375,
  11276323.4375,
  11276428.125,
  11276653.125,
  11277160.9375,
  11277228.125,
  11277235.9375,
  11277760.9375,
  11277912.5,
  11278118.75,
  11278287.5,
  11278892.1875,
  11279121.875,
  11279479.6875,
  11279507.8125,
  11280860.9375,
  11281453.125,
  11281940.625,
  11282479.6875,
  11283810.9375,
  11286175.0,
  11287128.125,
  11290793.75,
  11291912.5,
  11294076.5625,
  11300660.9375,
  11301662.5,
  11317231.25,
  11321393.75,
  11323300.0,
  11340200.0],
 [8.725674249108101,
  103.95749517640063,
  16.911212832089973,
  29.875792936195207,
  46.382217265439294,
  9.40742309627946,
  43.19303348931678,
  15.678186898233212,
  36.8570066251708,
  10.022951491915055,
  5.831137341569644,
  32.03777677163422,
  53.17557237696437,
  67.97997461637571,
  8.737102965494946,
  15.694765143850907,
  64.44336110370863,
  5.420072265832159,
  6.121240148959732,
  112.66851656335349,
  24.032152048509587,
  7.752569219913355,
  6.650158048471144,
  57.25981083060302,
  55.76047543327001,
  12.341604997449997,
  92.28559141005242,
  45.183432405908476,
  12.360801152053908,
  9.874491456460024,
  65.2635878631005,
  47.91841171077741,
  68.33758696666882,
  23.25614976367455,
  75.96104583716459,
  48.13945612294357,
  44.26548204909314,
  70.28500225626108,
  110.1912613934,
  21.1230715208105,
  86.243922275947,
  14.642830653048176,
  11.638890146069583,
  60.810025044053255,
  62.66384021773473,
  41.7858084200972,
  62.56936319224397,
  18.007760315130554,
  35.06331713762447,
  130.50346753065978,
  73.46947091364179,
  88.09403464108539,
  9.692111548671178,
  12.022102186791225,
  87.40852558431759,
  24.25194702679376,
  12.868024908166046,
  18.838930306162556,
  61.74281670684342,
  11.134173584365199,
  57.70292276998698,
  49.03167150160209,
  130.63306825003718,
  67.04066925000402,
  7.601395635602859,
  5.343093424632028,
  21.55357591530306,
  26.727480746053953,
  95.48710808398643,
  32.67198583813225,
  24.816741450068513,
  33.085617138596334,
  275.23270976286034,
  68.89303056718089,
  16.824408543222198,
  8.840176641657772,
  23.465219701704207,
  24.32546803107448,
  130.37220146915044,
  7.756833235656309,
  11.157783869927128,
  18.544789419853096,
  34.09490751890481,
  8.85751887081068,
  105.61747282334676,
  11.18491411136805,
  17.711905775983976,
  68.56255235090998,
  7.8461807674058335,
  11.771598410854484,
  24.043689077399343,
  83.2499087003606,
  23.882062990694642,
  41.32812767789959,
  15.87476335395307,
  5.76008332284351,
  14.449293450006884,
  140.19423616250697,
  5.061766115800348,
  36.13904214502617,
  10.792621808745416,
  126.65558578597923,
  14.281259830278731,
  18.540615820874066,
  82.06283417042998,
  23.845888731908797,
  16.464222056587232,
  132.93535873575465,
  7.963891692296081,
  20.083525225352105,
  92.25301663586909,
  16.02789258418085,
  60.09052283118764,
  40.827962311402274,
  14.621190391623067,
  55.82913178042385,
  19.268992448536036,
  50.52779530899383,
  85.71234530887935,
  9.601013863575597,
  14.347585810809578,
  13.488714105063352,
  11.962446987002375,
  25.707354889961977,
  61.691775677707014,
  103.20743477486252,
  17.18606191625954,
  93.76546296956079,
  5.479275161806557,
  10.234363394436295,
  23.987105095762438,
  26.609909213653033,
  24.84528038723188,
  11.08255467847581,
  8.634082286467176,
  61.36986591431188,
  10.76366323247887,
  55.9879318136863,
  10.41788049100119,
  232.68411120291796,
  22.98507139753179,
  7.951166699051319,
  16.619093910080863,
  5.407441839580478,
  105.13408756649287,
  13.5477082717389,
  59.9434010759788,
  41.10344697256212,
  18.606227301583054,
  33.4062172797482,
  6.4914672647900655,
  110.1099111810159,
  75.16863217331897,
  12.261137244384523,
  27.37524889581041,
  28.12092903183646,
  8.309518006769318,
  101.29084385663403,
  21.51702613254438,
  37.88348661485069,
  37.40726922262905,
  16.510661494231602,
  19.85975433652352,
  17.98333963205377,
  15.755913352748014,
  84.20444143638079,
  71.01515092388257,
  17.006959332566414,
  86.39468635567259,
  116.1000656135765,
  52.18921206044704,
  30.41432904298234,
  100.24282024015382,
  81.98564603852908,
  29.14435904125166,
  138.18310530258898,
  6.581522944501258,
  75.12480381635136,
  69.69985656256037,
  70.03997553936959,
  110.12922935641102,
  61.350045915405964,
  66.4398595495233,
  49.436462507619495,
  13.490335090658917,
  67.25462082287027,
  11.080121759092671,
  53.547205184851954,
  12.335543796697985,
  9.555595512331573,
  50.64503067421698,
  60.490529694993484,
  59.962091325837044,
  12.604915874028517,
  14.395806090626191,
  6.2789449470867895,
  12.302784252260969,
  109.78145765258051,
  9.670727951527168,
  73.79543316563421,
  33.92989641933261,
  57.11881665659753,
  26.368018227956146,
  155.7698427088887,
  14.392237720876608,
  14.264823104559005,
  40.62045819218783,
  61.16591319106122,
  18.896984017824018,
  8.735016380625224,
  83.9814210014587,
  13.139231715162145,
  8.88131635611141,
  5.199653459810009,
  160.8230815973544,
  27.275734798439725,
  44.62021761877179,
  5.2419987517299145,
  7.623778901788336,
  19.004751115527952,
  67.84959623248989,
  10.335226265177868,
  8.753441773592002,
  9.199367433695578,
  25.699170883262294,
  117.71226211464243,
  26.866607793975803,
  33.351239100152675,
  17.866883222682493,
  54.953273690236735,
  47.65915564370957,
  13.35207833723956,
  8.064218109195036,
  41.3497263463137,
  7.499529163179203,
  11.975674032937329,
  10.667059176883198,
  165.9319215923794,
  44.334107372531854,
  17.67467895029652,
  11.773149561476474,
  54.72704050321152,
  27.31234578762937,
  30.76394638669201,
  10.551911139586588,
  13.913987820178765,
  99.13255645605543,
  15.022663928907958,
  5.923339403702851,
  6.815412635429669,
  12.860142665844094,
  38.33290059875653,
  7.103368022638362,
  14.19760291034208,
  81.43128559100386,
  45.1552549632878,
  28.96402438290769,
  63.24588779863649,
  8.795773578309461,
  15.822112103966406,
  6.314094734794091,
  21.98345109606125,
  16.241929816869987,
  10.720196428330741,
  64.02920992316601,
  18.008926409964012,
  19.278078022726454,
  18.83378536507593,
  39.89967327082796,
  10.007149247170073,
  5.231741761224389,
  65.07064861674289,
  33.88022799265076,
  8.196768343928607,
  5.217344475182415,
  44.07216182485023,
  87.94773714795826,
  37.4207052781117,
  26.462942602974337,
  8.482622138450122,
  84.8541055865594,
  106.08892244624805,
  27.691856922796738,
  121.9724393913981,
  150.0320406483125,
  14.905868815118025,
  11.13928608960115,
  73.34555505379083,
  20.68440812403423,
  78.60062320500448,
  53.98204217386905,
  14.30696862574752,
  8.932197016946592,
  12.729497349666689,
  69.38418202583836,
  13.777442287595346,
  77.97421082500756,
  89.26537187690722,
  9.173795470689878,
  54.3946757116579,
  54.49389093876625,
  46.4377138882506,
  35.11364015959136,
  46.29415253556006,
  19.712071472870484,
  7.904822560741564,
  47.33148770876206,
  25.851213115977725,
  179.05502688013289,
  43.71794095757631,
  41.44827147444012,
  189.0761051999664,
  14.513741398076213,
  17.245392236159713,
  26.34486964471019,
  10.80521476881118,
  34.935344327189966,
  119.99004208030053,
  66.98236154765513,
  14.849079306219434,
  11.13367314356341,
  54.946356574095425,
  8.321303065395925,
  12.783268703987915,
  19.486037536968617,
  57.54235605293544,
  16.814087040827665,
  34.912567554219336,
  5.880666240050639,
  38.67018198770049,
  72.77347800972618,
  8.234436701527683,
  89.04906037578115,
  19.494121862112834,
  146.64904458438212,
  73.2602092766762,
  10.203258198202331,
  19.79411173314245,
  6.318424565184148,
  9.86943236635915,
  96.7518341313348,
  100.9047024648366,
  101.76052669784126,
  5.50994716444726,
  90.65128222287527,
  78.4078652950865,
  9.774732875713882,
  135.94958112356883,
  89.22533215731346,
  24.663803355331446,
  25.902973572428323,
  94.37037590777993,
  93.98756562553552,
  37.17669261025041,
  102.29263498886125,
  12.001233610906525,
  24.974016750226955,
  6.974748866757529,
  12.317267034835274,
  10.858864502161847,
  37.689152356283586,
  15.3744299154924,
  74.7793567671871,
  74.41608110209874,
  12.813795320110623,
  84.67752647961551,
  80.90293019739579,
  155.02378013103962,
  62.37335100254475,
  6.105065259444005,
  28.255523006381278,
  120.18344787885563,
  5.13523732549022,
  6.587539191050565,
  154.41250890492933,
  132.83150465706674,
  93.56238872049694,
  10.803735174826643,
  15.188985503227999,
  20.88094031160771,
  5.37986458118887,
  7.135019312153978,
  52.307870746092476,
  10.96026299065091,
  59.21979078806922,
  25.62867682283258,
  8.010233278974438,
  18.734738862386028,
  8.88937736032853,
  14.571890081683934,
  57.015148212922114,
  20.112725643374645,
  18.459738524971947,
  14.001388581800914,
  38.33789404664146,
  96.42203587148747,
  54.40808657576671,
  49.531843227462076,
  26.241566654270024,
  60.53428219868335,
  5.845386102027495,
  8.34787544865437,
  12.759527038621485,
  11.757804831169018,
  5.817472766507895,
  6.090845440277669])

Energy spectrum

caption, xmean,count, xle, Etot = energy_spectrum(E_tot)
hist_file(E_hist, xmean, count, caption);

([6675421.875,
  6817651.5625,
  6978385.9375,
  7092885.9375,
  7092889.0625,
  7098371.875,
  7098979.6875,
  7100273.4375,
  7128687.5,
  7139760.9375,
  7143310.9375,
  7256139.0625,
  7283318.75,
  7313010.9375,
  7317635.9375,
  7317639.0625,
  7318851.5625,
  7319214.0625,
  7320768.75,
  7341092.1875,
  7341784.375,
  7343203.125,
  7446295.3125,
  7456365.625,
  7467387.5,
  7470332.8125,
  7548021.875,
  7557921.875,
  7560350.0,
  7574860.9375,
  7577114.0625,
  7602728.125,
  7614604.6875,
  7628903.125,
  7637468.75,
  7662876.5625,
  7734831.25,
  7739964.0625,
  7773648.4375,
  7814643.75,
  7816306.25,
  7818746.875,
  7823817.1875,
  7846806.25,
  7849092.1875,
  7901448.4375,
  7957520.3125,
  7988923.4375,
  8072834.375,
  8143668.75,
  8148107.8125,
  8149007.8125,
  8164992.1875,
  8172745.3125,
  8173853.125,
  8175201.5625,
  8176145.3125,
  8176529.6875,
  8177703.125,
  8177868.75,
  8177895.3125,
  8180195.3125,
  8180248.4375,
  8180279.6875,
  8180350.0,
  8200370.3125,
  8225598.4375,
  8230703.125,
  8251876.5625,
  8313131.25,
  8319104.6875,
  8323873.4375,
  8332112.5,
  8340421.875,
  8341232.8125,
  8342232.8125,
  8344295.3125,
  8344396.875,
  8348782.8125,
  8357298.4375,
  8365906.25,
  8369943.75,
  8370267.1875,
  8371520.3125,
  8373115.625,
  8380440.625,
  8388807.8125,
  8395351.5625,
  8396159.375,
  8404123.4375,
  8406585.9375,
  8406826.5625,
  8412414.0625,
  8414870.3125,
  8414890.625,
  8414925.0,
  8415414.0625,
  8420159.375,
  8442282.8125,
  8443321.875,
  8475060.9375,
  8476731.25,
  8496901.5625,
  8505571.875,
  8509389.0625,
  8512120.3125,
  8513762.5,
  8513768.75,
  8515059.375,
  8515598.4375,
  8524450.0,
  8524845.3125,
  8533562.5,
  8560229.6875,
  8571446.875,
  8583526.5625,
  8583607.8125,
  8591646.875,
  8595970.3125,
  8600737.5,
  8616078.125,
  8617128.125,
  8617371.875,
  8617376.5625,
  8623314.0625,
  8657139.0625,
  8657895.3125,
  8663223.4375,
  8674862.5,
  8689834.375,
  8689950.0,
  8692990.625,
  8705206.25,
  8716768.75,
  8716981.25,
  8733256.25,
  8736100.0,
  8737276.5625,
  8740320.3125,
  8760042.1875,
  8777928.125,
  8799714.0625,
  8803287.5,
  8840356.25,
  8843668.75,
  8847260.9375,
  8849359.375,
  8873490.625,
  8877912.5,
  8884868.75,
  8887275.0,
  8888321.875,
  8892020.3125,
  8892634.375,
  8893745.3125,
  8894812.5,
  8897482.8125,
  8900835.9375,
  8902046.875,
  8915989.0625,
  8924979.6875,
  8927212.5,
  8927559.375,
  8938485.9375,
  8943710.9375,
  8988821.875,
  8990507.8125,
  9000132.8125,
  9000903.125,
  9025575.0,
  9026225.0,
  9029510.9375,
  9097810.9375,
  9170179.6875,
  9170195.3125,
  9205451.5625,
  9258082.8125,
  9261270.3125,
  9297826.5625,
  9300153.125,
  9303004.6875,
  9303590.625,
  9345239.0625,
  9345670.3125,
  9347903.125,
  9349409.375,
  9351432.8125,
  9353031.25,
  9354407.8125,
  9354576.5625,
  9376487.5,
  9392710.9375,
  9401296.875,
  9408787.5,
  9431748.4375,
  9431793.75,
  9432690.625,
  9476881.25,
  9482476.5625,
  9509901.5625,
  9510982.8125,
  9512203.125,
  9512214.0625,
  9575226.5625,
  9614798.4375,
  9642014.0625,
  9642806.25,
  9662876.5625,
  9663964.0625,
  9665265.625,
  9665775.0,
  9666203.125,
  9673587.5,
  9964559.375,
  9979282.8125,
  10004625.0,
  10005646.875,
  10005873.4375,
  10006995.3125,
  10113265.625,
  10200153.125,
  10255425.0,
  10255451.5625,
  10273357.8125,
  10285385.9375,
  10286537.5,
  10286801.5625,
  10291153.125,
  10291903.125,
  10296210.9375,
  10297573.4375,
  10297578.125,
  10297725.0,
  10297851.5625,
  10298045.3125,
  10298479.6875,
  10298498.4375,
  10298500.0,
  10298642.1875,
  10299628.125,
  10299773.4375,
  10299920.3125,
  10300079.6875,
  10300220.3125,
  10300734.375,
  10301528.125,
  10302734.375,
  10304187.5,
  10304909.375,
  10305703.125,
  10306726.5625,
  10307206.25,
  10307640.625,
  10307898.4375,
  10307962.5,
  10308196.875,
  10309334.375,
  10310075.0,
  10310098.4375,
  10311015.625,
  10312735.9375,
  10317031.25,
  10325976.5625,
  10340576.5625,
  10343412.5,
  10343945.3125,
  10344478.125,
  10345520.3125,
  10358854.6875,
  10360171.875,
  10360225.0,
  10360887.5,
  10366634.375,
  10375445.3125,
  10426262.5,
  10428004.6875,
  10442987.5,
  10454871.875,
  10455601.5625,
  10455742.1875,
  10456635.9375,
  10458771.875,
  10459531.25,
  10460009.375,
  10460632.8125,
  10461193.75,
  10461806.25,
  10462496.875,
  10464868.75,
  10468921.875,
  10469254.6875,
  10469276.5625,
  10480273.4375,
  10504426.5625,
  10504725.0,
  10506353.125,
  10506500.0,
  10511100.0,
  10511490.625,
  10512409.375,
  10512648.4375,
  10512656.25,
  10521906.25,
  10527426.5625,
  10530987.5,
  10531629.6875,
  10546514.0625,
  10547482.8125,
  10547617.1875,
  10547659.375,
  10547812.5,
  10547837.5,
  10547939.0625,
  10548040.625,
  10548196.875,
  10548703.125,
  10549128.125,
  10549157.8125,
  10549187.5,
  10549187.5,
  10549384.375,
  10549910.9375,
  10550687.5,
  10550757.8125,
  10550884.375,
  10550957.8125,
  10551310.9375,
  10551767.1875,
  10551846.875,
  10551956.25,
  10552307.8125,
  10553276.5625,
  10555601.5625,
  10557300.0,
  10560206.25,
  10575029.6875,
  10619951.5625,
  10629181.25,
  10640809.375,
  10640896.875,
  10642035.9375,
  10644512.5,
  10645075.0,
  10645428.125,
  10654884.375,
  10662776.5625,
  10688106.25,
  10691389.0625,
  10712278.125,
  10735873.4375,
  10735915.625,
  10755632.8125,
  10764081.25,
  10770628.125,
  10787176.5625,
  10838475.0,
  10895640.625,
  10895667.1875,
  10917342.1875,
  10924587.5,
  10972598.4375,
  10976764.0625,
  10988540.625,
  10991975.0,
  10992062.5,
  11269531.25,
  11270073.4375,
  11271045.3125,
  11273004.6875,
  11273259.375,
  11273301.5625,
  11275484.375,
  11275540.625,
  11275671.875,
  11275681.25,
  11276285.9375,
  11276323.4375,
  11276428.125,
  11276653.125,
  11277160.9375,
  11277228.125,
  11277235.9375,
  11277760.9375,
  11277912.5,
  11278118.75,
  11278287.5,
  11278892.1875,
  11279121.875,
  11279479.6875,
  11279507.8125,
  11280860.9375,
  11281453.125,
  11281940.625,
  11282479.6875,
  11283810.9375,
  11286175.0,
  11287128.125,
  11290793.75,
  11291912.5,
  11294076.5625,
  11300660.9375,
  11301662.5,
  11317231.25,
  11321393.75,
  11323300.0,
  11340200.0],
 [8.725674249108101,
  103.95749517640063,
  16.911212832089973,
  29.875792936195207,
  46.382217265439294,
  9.40742309627946,
  43.19303348931678,
  15.678186898233212,
  36.8570066251708,
  10.022951491915055,
  5.831137341569644,
  32.03777677163422,
  53.17557237696437,
  67.97997461637571,
  8.737102965494946,
  15.694765143850907,
  64.44336110370863,
  5.420072265832159,
  6.121240148959732,
  112.66851656335349,
  24.032152048509587,
  7.752569219913355,
  6.650158048471144,
  57.25981083060302,
  55.76047543327001,
  12.341604997449997,
  92.28559141005242,
  45.183432405908476,
  12.360801152053908,
  9.874491456460024,
  65.2635878631005,
  47.91841171077741,
  68.33758696666882,
  23.25614976367455,
  75.96104583716459,
  48.13945612294357,
  44.26548204909314,
  70.28500225626108,
  110.1912613934,
  21.1230715208105,
  86.243922275947,
  14.642830653048176,
  11.638890146069583,
  60.810025044053255,
  62.66384021773473,
  41.7858084200972,
  62.56936319224397,
  18.007760315130554,
  35.06331713762447,
  130.50346753065978,
  73.46947091364179,
  88.09403464108539,
  9.692111548671178,
  12.022102186791225,
  87.40852558431759,
  24.25194702679376,
  12.868024908166046,
  18.838930306162556,
  61.74281670684342,
  11.134173584365199,
  57.70292276998698,
  49.03167150160209,
  130.63306825003718,
  67.04066925000402,
  7.601395635602859,
  5.343093424632028,
  21.55357591530306,
  26.727480746053953,
  95.48710808398643,
  32.67198583813225,
  24.816741450068513,
  33.085617138596334,
  275.23270976286034,
  68.89303056718089,
  16.824408543222198,
  8.840176641657772,
  23.465219701704207,
  24.32546803107448,
  130.37220146915044,
  7.756833235656309,
  11.157783869927128,
  18.544789419853096,
  34.09490751890481,
  8.85751887081068,
  105.61747282334676,
  11.18491411136805,
  17.711905775983976,
  68.56255235090998,
  7.8461807674058335,
  11.771598410854484,
  24.043689077399343,
  83.2499087003606,
  23.882062990694642,
  41.32812767789959,
  15.87476335395307,
  5.76008332284351,
  14.449293450006884,
  140.19423616250697,
  5.061766115800348,
  36.13904214502617,
  10.792621808745416,
  126.65558578597923,
  14.281259830278731,
  18.540615820874066,
  82.06283417042998,
  23.845888731908797,
  16.464222056587232,
  132.93535873575465,
  7.963891692296081,
  20.083525225352105,
  92.25301663586909,
  16.02789258418085,
  60.09052283118764,
  40.827962311402274,
  14.621190391623067,
  55.82913178042385,
  19.268992448536036,
  50.52779530899383,
  85.71234530887935,
  9.601013863575597,
  14.347585810809578,
  13.488714105063352,
  11.962446987002375,
  25.707354889961977,
  61.691775677707014,
  103.20743477486252,
  17.18606191625954,
  93.76546296956079,
  5.479275161806557,
  10.234363394436295,
  23.987105095762438,
  26.609909213653033,
  24.84528038723188,
  11.08255467847581,
  8.634082286467176,
  61.36986591431188,
  10.76366323247887,
  55.9879318136863,
  10.41788049100119,
  232.68411120291796,
  22.98507139753179,
  7.951166699051319,
  16.619093910080863,
  5.407441839580478,
  105.13408756649287,
  13.5477082717389,
  59.9434010759788,
  41.10344697256212,
  18.606227301583054,
  33.4062172797482,
  6.4914672647900655,
  110.1099111810159,
  75.16863217331897,
  12.261137244384523,
  27.37524889581041,
  28.12092903183646,
  8.309518006769318,
  101.29084385663403,
  21.51702613254438,
  37.88348661485069,
  37.40726922262905,
  16.510661494231602,
  19.85975433652352,
  17.98333963205377,
  15.755913352748014,
  84.20444143638079,
  71.01515092388257,
  17.006959332566414,
  86.39468635567259,
  116.1000656135765,
  52.18921206044704,
  30.41432904298234,
  100.24282024015382,
  81.98564603852908,
  29.14435904125166,
  138.18310530258898,
  6.581522944501258,
  75.12480381635136,
  69.69985656256037,
  70.03997553936959,
  110.12922935641102,
  61.350045915405964,
  66.4398595495233,
  49.436462507619495,
  13.490335090658917,
  67.25462082287027,
  11.080121759092671,
  53.547205184851954,
  12.335543796697985,
  9.555595512331573,
  50.64503067421698,
  60.490529694993484,
  59.962091325837044,
  12.604915874028517,
  14.395806090626191,
  6.2789449470867895,
  12.302784252260969,
  109.78145765258051,
  9.670727951527168,
  73.79543316563421,
  33.92989641933261,
  57.11881665659753,
  26.368018227956146,
  155.7698427088887,
  14.392237720876608,
  14.264823104559005,
  40.62045819218783,
  61.16591319106122,
  18.896984017824018,
  8.735016380625224,
  83.9814210014587,
  13.139231715162145,
  8.88131635611141,
  5.199653459810009,
  160.8230815973544,
  27.275734798439725,
  44.62021761877179,
  5.2419987517299145,
  7.623778901788336,
  19.004751115527952,
  67.84959623248989,
  10.335226265177868,
  8.753441773592002,
  9.199367433695578,
  25.699170883262294,
  117.71226211464243,
  26.866607793975803,
  33.351239100152675,
  17.866883222682493,
  54.953273690236735,
  47.65915564370957,
  13.35207833723956,
  8.064218109195036,
  41.3497263463137,
  7.499529163179203,
  11.975674032937329,
  10.667059176883198,
  165.9319215923794,
  44.334107372531854,
  17.67467895029652,
  11.773149561476474,
  54.72704050321152,
  27.31234578762937,
  30.76394638669201,
  10.551911139586588,
  13.913987820178765,
  99.13255645605543,
  15.022663928907958,
  5.923339403702851,
  6.815412635429669,
  12.860142665844094,
  38.33290059875653,
  7.103368022638362,
  14.19760291034208,
  81.43128559100386,
  45.1552549632878,
  28.96402438290769,
  63.24588779863649,
  8.795773578309461,
  15.822112103966406,
  6.314094734794091,
  21.98345109606125,
  16.241929816869987,
  10.720196428330741,
  64.02920992316601,
  18.008926409964012,
  19.278078022726454,
  18.83378536507593,
  39.89967327082796,
  10.007149247170073,
  5.231741761224389,
  65.07064861674289,
  33.88022799265076,
  8.196768343928607,
  5.217344475182415,
  44.07216182485023,
  87.94773714795826,
  37.4207052781117,
  26.462942602974337,
  8.482622138450122,
  84.8541055865594,
  106.08892244624805,
  27.691856922796738,
  121.9724393913981,
  150.0320406483125,
  14.905868815118025,
  11.13928608960115,
  73.34555505379083,
  20.68440812403423,
  78.60062320500448,
  53.98204217386905,
  14.30696862574752,
  8.932197016946592,
  12.729497349666689,
  69.38418202583836,
  13.777442287595346,
  77.97421082500756,
  89.26537187690722,
  9.173795470689878,
  54.3946757116579,
  54.49389093876625,
  46.4377138882506,
  35.11364015959136,
  46.29415253556006,
  19.712071472870484,
  7.904822560741564,
  47.33148770876206,
  25.851213115977725,
  179.05502688013289,
  43.71794095757631,
  41.44827147444012,
  189.0761051999664,
  14.513741398076213,
  17.245392236159713,
  26.34486964471019,
  10.80521476881118,
  34.935344327189966,
  119.99004208030053,
  66.98236154765513,
  14.849079306219434,
  11.13367314356341,
  54.946356574095425,
  8.321303065395925,
  12.783268703987915,
  19.486037536968617,
  57.54235605293544,
  16.814087040827665,
  34.912567554219336,
  5.880666240050639,
  38.67018198770049,
  72.77347800972618,
  8.234436701527683,
  89.04906037578115,
  19.494121862112834,
  146.64904458438212,
  73.2602092766762,
  10.203258198202331,
  19.79411173314245,
  6.318424565184148,
  9.86943236635915,
  96.7518341313348,
  100.9047024648366,
  101.76052669784126,
  5.50994716444726,
  90.65128222287527,
  78.4078652950865,
  9.774732875713882,
  135.94958112356883,
  89.22533215731346,
  24.663803355331446,
  25.902973572428323,
  94.37037590777993,
  93.98756562553552,
  37.17669261025041,
  102.29263498886125,
  12.001233610906525,
  24.974016750226955,
  6.974748866757529,
  12.317267034835274,
  10.858864502161847,
  37.689152356283586,
  15.3744299154924,
  74.7793567671871,
  74.41608110209874,
  12.813795320110623,
  84.67752647961551,
  80.90293019739579,
  155.02378013103962,
  62.37335100254475,
  6.105065259444005,
  28.255523006381278,
  120.18344787885563,
  5.13523732549022,
  6.587539191050565,
  154.41250890492933,
  132.83150465706674,
  93.56238872049694,
  10.803735174826643,
  15.188985503227999,
  20.88094031160771,
  5.37986458118887,
  7.135019312153978,
  52.307870746092476,
  10.96026299065091,
  59.21979078806922,
  25.62867682283258,
  8.010233278974438,
  18.734738862386028,
  8.88937736032853,
  14.571890081683934,
  57.015148212922114,
  20.112725643374645,
  18.459738524971947,
  14.001388581800914,
  38.33789404664146,
  96.42203587148747,
  54.40808657576671,
  49.531843227462076,
  26.241566654270024,
  60.53428219868335,
  5.845386102027495,
  8.34787544865437,
  12.759527038621485,
  11.757804831169018,
  5.817472766507895,
  6.090845440277669])

Count of hits during the discharge

caption, T_hit,count = hits_in_time_hist_new(T_pom, dt, t_plasma_start, t_plasma_end, is_plasma, figure_count_in_time_hist)
hist_file(count_in_time_hist, T_hit, count, caption);

([6675421.875,
  6817651.5625,
  6978385.9375,
  7092885.9375,
  7092889.0625,
  7098371.875,
  7098979.6875,
  7100273.4375,
  7128687.5,
  7139760.9375,
  7143310.9375,
  7256139.0625,
  7283318.75,
  7313010.9375,
  7317635.9375,
  7317639.0625,
  7318851.5625,
  7319214.0625,
  7320768.75,
  7341092.1875,
  7341784.375,
  7343203.125,
  7446295.3125,
  7456365.625,
  7467387.5,
  7470332.8125,
  7548021.875,
  7557921.875,
  7560350.0,
  7574860.9375,
  7577114.0625,
  7602728.125,
  7614604.6875,
  7628903.125,
  7637468.75,
  7662876.5625,
  7734831.25,
  7739964.0625,
  7773648.4375,
  7814643.75,
  7816306.25,
  7818746.875,
  7823817.1875,
  7846806.25,
  7849092.1875,
  7901448.4375,
  7957520.3125,
  7988923.4375,
  8072834.375,
  8143668.75,
  8148107.8125,
  8149007.8125,
  8164992.1875,
  8172745.3125,
  8173853.125,
  8175201.5625,
  8176145.3125,
  8176529.6875,
  8177703.125,
  8177868.75,
  8177895.3125,
  8180195.3125,
  8180248.4375,
  8180279.6875,
  8180350.0,
  8200370.3125,
  8225598.4375,
  8230703.125,
  8251876.5625,
  8313131.25,
  8319104.6875,
  8323873.4375,
  8332112.5,
  8340421.875,
  8341232.8125,
  8342232.8125,
  8344295.3125,
  8344396.875,
  8348782.8125,
  8357298.4375,
  8365906.25,
  8369943.75,
  8370267.1875,
  8371520.3125,
  8373115.625,
  8380440.625,
  8388807.8125,
  8395351.5625,
  8396159.375,
  8404123.4375,
  8406585.9375,
  8406826.5625,
  8412414.0625,
  8414870.3125,
  8414890.625,
  8414925.0,
  8415414.0625,
  8420159.375,
  8442282.8125,
  8443321.875,
  8475060.9375,
  8476731.25,
  8496901.5625,
  8505571.875,
  8509389.0625,
  8512120.3125,
  8513762.5,
  8513768.75,
  8515059.375,
  8515598.4375,
  8524450.0,
  8524845.3125,
  8533562.5,
  8560229.6875,
  8571446.875,
  8583526.5625,
  8583607.8125,
  8591646.875,
  8595970.3125,
  8600737.5,
  8616078.125,
  8617128.125,
  8617371.875,
  8617376.5625,
  8623314.0625,
  8657139.0625,
  8657895.3125,
  8663223.4375,
  8674862.5,
  8689834.375,
  8689950.0,
  8692990.625,
  8705206.25,
  8716768.75,
  8716981.25,
  8733256.25,
  8736100.0,
  8737276.5625,
  8740320.3125,
  8760042.1875,
  8777928.125,
  8799714.0625,
  8803287.5,
  8840356.25,
  8843668.75,
  8847260.9375,
  8849359.375,
  8873490.625,
  8877912.5,
  8884868.75,
  8887275.0,
  8888321.875,
  8892020.3125,
  8892634.375,
  8893745.3125,
  8894812.5,
  8897482.8125,
  8900835.9375,
  8902046.875,
  8915989.0625,
  8924979.6875,
  8927212.5,
  8927559.375,
  8938485.9375,
  8943710.9375,
  8988821.875,
  8990507.8125,
  9000132.8125,
  9000903.125,
  9025575.0,
  9026225.0,
  9029510.9375,
  9097810.9375,
  9170179.6875,
  9170195.3125,
  9205451.5625,
  9258082.8125,
  9261270.3125,
  9297826.5625,
  9300153.125,
  9303004.6875,
  9303590.625,
  9345239.0625,
  9345670.3125,
  9347903.125,
  9349409.375,
  9351432.8125,
  9353031.25,
  9354407.8125,
  9354576.5625,
  9376487.5,
  9392710.9375,
  9401296.875,
  9408787.5,
  9431748.4375,
  9431793.75,
  9432690.625,
  9476881.25,
  9482476.5625,
  9509901.5625,
  9510982.8125,
  9512203.125,
  9512214.0625,
  9575226.5625,
  9614798.4375,
  9642014.0625,
  9642806.25,
  9662876.5625,
  9663964.0625,
  9665265.625,
  9665775.0,
  9666203.125,
  9673587.5,
  9964559.375,
  9979282.8125,
  10004625.0,
  10005646.875,
  10005873.4375,
  10006995.3125,
  10113265.625,
  10200153.125,
  10255425.0,
  10255451.5625,
  10273357.8125,
  10285385.9375,
  10286537.5,
  10286801.5625,
  10291153.125,
  10291903.125,
  10296210.9375,
  10297573.4375,
  10297578.125,
  10297725.0,
  10297851.5625,
  10298045.3125,
  10298479.6875,
  10298498.4375,
  10298500.0,
  10298642.1875,
  10299628.125,
  10299773.4375,
  10299920.3125,
  10300079.6875,
  10300220.3125,
  10300734.375,
  10301528.125,
  10302734.375,
  10304187.5,
  10304909.375,
  10305703.125,
  10306726.5625,
  10307206.25,
  10307640.625,
  10307898.4375,
  10307962.5,
  10308196.875,
  10309334.375,
  10310075.0,
  10310098.4375,
  10311015.625,
  10312735.9375,
  10317031.25,
  10325976.5625,
  10340576.5625,
  10343412.5,
  10343945.3125,
  10344478.125,
  10345520.3125,
  10358854.6875,
  10360171.875,
  10360225.0,
  10360887.5,
  10366634.375,
  10375445.3125,
  10426262.5,
  10428004.6875,
  10442987.5,
  10454871.875,
  10455601.5625,
  10455742.1875,
  10456635.9375,
  10458771.875,
  10459531.25,
  10460009.375,
  10460632.8125,
  10461193.75,
  10461806.25,
  10462496.875,
  10464868.75,
  10468921.875,
  10469254.6875,
  10469276.5625,
  10480273.4375,
  10504426.5625,
  10504725.0,
  10506353.125,
  10506500.0,
  10511100.0,
  10511490.625,
  10512409.375,
  10512648.4375,
  10512656.25,
  10521906.25,
  10527426.5625,
  10530987.5,
  10531629.6875,
  10546514.0625,
  10547482.8125,
  10547617.1875,
  10547659.375,
  10547812.5,
  10547837.5,
  10547939.0625,
  10548040.625,
  10548196.875,
  10548703.125,
  10549128.125,
  10549157.8125,
  10549187.5,
  10549187.5,
  10549384.375,
  10549910.9375,
  10550687.5,
  10550757.8125,
  10550884.375,
  10550957.8125,
  10551310.9375,
  10551767.1875,
  10551846.875,
  10551956.25,
  10552307.8125,
  10553276.5625,
  10555601.5625,
  10557300.0,
  10560206.25,
  10575029.6875,
  10619951.5625,
  10629181.25,
  10640809.375,
  10640896.875,
  10642035.9375,
  10644512.5,
  10645075.0,
  10645428.125,
  10654884.375,
  10662776.5625,
  10688106.25,
  10691389.0625,
  10712278.125,
  10735873.4375,
  10735915.625,
  10755632.8125,
  10764081.25,
  10770628.125,
  10787176.5625,
  10838475.0,
  10895640.625,
  10895667.1875,
  10917342.1875,
  10924587.5,
  10972598.4375,
  10976764.0625,
  10988540.625,
  10991975.0,
  10992062.5,
  11269531.25,
  11270073.4375,
  11271045.3125,
  11273004.6875,
  11273259.375,
  11273301.5625,
  11275484.375,
  11275540.625,
  11275671.875,
  11275681.25,
  11276285.9375,
  11276323.4375,
  11276428.125,
  11276653.125,
  11277160.9375,
  11277228.125,
  11277235.9375,
  11277760.9375,
  11277912.5,
  11278118.75,
  11278287.5,
  11278892.1875,
  11279121.875,
  11279479.6875,
  11279507.8125,
  11280860.9375,
  11281453.125,
  11281940.625,
  11282479.6875,
  11283810.9375,
  11286175.0,
  11287128.125,
  11290793.75,
  11291912.5,
  11294076.5625,
  11300660.9375,
  11301662.5,
  11317231.25,
  11321393.75,
  11323300.0,
  11340200.0],
 [8.725674249108101,
  103.95749517640063,
  16.911212832089973,
  29.875792936195207,
  46.382217265439294,
  9.40742309627946,
  43.19303348931678,
  15.678186898233212,
  36.8570066251708,
  10.022951491915055,
  5.831137341569644,
  32.03777677163422,
  53.17557237696437,
  67.97997461637571,
  8.737102965494946,
  15.694765143850907,
  64.44336110370863,
  5.420072265832159,
  6.121240148959732,
  112.66851656335349,
  24.032152048509587,
  7.752569219913355,
  6.650158048471144,
  57.25981083060302,
  55.76047543327001,
  12.341604997449997,
  92.28559141005242,
  45.183432405908476,
  12.360801152053908,
  9.874491456460024,
  65.2635878631005,
  47.91841171077741,
  68.33758696666882,
  23.25614976367455,
  75.96104583716459,
  48.13945612294357,
  44.26548204909314,
  70.28500225626108,
  110.1912613934,
  21.1230715208105,
  86.243922275947,
  14.642830653048176,
  11.638890146069583,
  60.810025044053255,
  62.66384021773473,
  41.7858084200972,
  62.56936319224397,
  18.007760315130554,
  35.06331713762447,
  130.50346753065978,
  73.46947091364179,
  88.09403464108539,
  9.692111548671178,
  12.022102186791225,
  87.40852558431759,
  24.25194702679376,
  12.868024908166046,
  18.838930306162556,
  61.74281670684342,
  11.134173584365199,
  57.70292276998698,
  49.03167150160209,
  130.63306825003718,
  67.04066925000402,
  7.601395635602859,
  5.343093424632028,
  21.55357591530306,
  26.727480746053953,
  95.48710808398643,
  32.67198583813225,
  24.816741450068513,
  33.085617138596334,
  275.23270976286034,
  68.89303056718089,
  16.824408543222198,
  8.840176641657772,
  23.465219701704207,
  24.32546803107448,
  130.37220146915044,
  7.756833235656309,
  11.157783869927128,
  18.544789419853096,
  34.09490751890481,
  8.85751887081068,
  105.61747282334676,
  11.18491411136805,
  17.711905775983976,
  68.56255235090998,
  7.8461807674058335,
  11.771598410854484,
  24.043689077399343,
  83.2499087003606,
  23.882062990694642,
  41.32812767789959,
  15.87476335395307,
  5.76008332284351,
  14.449293450006884,
  140.19423616250697,
  5.061766115800348,
  36.13904214502617,
  10.792621808745416,
  126.65558578597923,
  14.281259830278731,
  18.540615820874066,
  82.06283417042998,
  23.845888731908797,
  16.464222056587232,
  132.93535873575465,
  7.963891692296081,
  20.083525225352105,
  92.25301663586909,
  16.02789258418085,
  60.09052283118764,
  40.827962311402274,
  14.621190391623067,
  55.82913178042385,
  19.268992448536036,
  50.52779530899383,
  85.71234530887935,
  9.601013863575597,
  14.347585810809578,
  13.488714105063352,
  11.962446987002375,
  25.707354889961977,
  61.691775677707014,
  103.20743477486252,
  17.18606191625954,
  93.76546296956079,
  5.479275161806557,
  10.234363394436295,
  23.987105095762438,
  26.609909213653033,
  24.84528038723188,
  11.08255467847581,
  8.634082286467176,
  61.36986591431188,
  10.76366323247887,
  55.9879318136863,
  10.41788049100119,
  232.68411120291796,
  22.98507139753179,
  7.951166699051319,
  16.619093910080863,
  5.407441839580478,
  105.13408756649287,
  13.5477082717389,
  59.9434010759788,
  41.10344697256212,
  18.606227301583054,
  33.4062172797482,
  6.4914672647900655,
  110.1099111810159,
  75.16863217331897,
  12.261137244384523,
  27.37524889581041,
  28.12092903183646,
  8.309518006769318,
  101.29084385663403,
  21.51702613254438,
  37.88348661485069,
  37.40726922262905,
  16.510661494231602,
  19.85975433652352,
  17.98333963205377,
  15.755913352748014,
  84.20444143638079,
  71.01515092388257,
  17.006959332566414,
  86.39468635567259,
  116.1000656135765,
  52.18921206044704,
  30.41432904298234,
  100.24282024015382,
  81.98564603852908,
  29.14435904125166,
  138.18310530258898,
  6.581522944501258,
  75.12480381635136,
  69.69985656256037,
  70.03997553936959,
  110.12922935641102,
  61.350045915405964,
  66.4398595495233,
  49.436462507619495,
  13.490335090658917,
  67.25462082287027,
  11.080121759092671,
  53.547205184851954,
  12.335543796697985,
  9.555595512331573,
  50.64503067421698,
  60.490529694993484,
  59.962091325837044,
  12.604915874028517,
  14.395806090626191,
  6.2789449470867895,
  12.302784252260969,
  109.78145765258051,
  9.670727951527168,
  73.79543316563421,
  33.92989641933261,
  57.11881665659753,
  26.368018227956146,
  155.7698427088887,
  14.392237720876608,
  14.264823104559005,
  40.62045819218783,
  61.16591319106122,
  18.896984017824018,
  8.735016380625224,
  83.9814210014587,
  13.139231715162145,
  8.88131635611141,
  5.199653459810009,
  160.8230815973544,
  27.275734798439725,
  44.62021761877179,
  5.2419987517299145,
  7.623778901788336,
  19.004751115527952,
  67.84959623248989,
  10.335226265177868,
  8.753441773592002,
  9.199367433695578,
  25.699170883262294,
  117.71226211464243,
  26.866607793975803,
  33.351239100152675,
  17.866883222682493,
  54.953273690236735,
  47.65915564370957,
  13.35207833723956,
  8.064218109195036,
  41.3497263463137,
  7.499529163179203,
  11.975674032937329,
  10.667059176883198,
  165.9319215923794,
  44.334107372531854,
  17.67467895029652,
  11.773149561476474,
  54.72704050321152,
  27.31234578762937,
  30.76394638669201,
  10.551911139586588,
  13.913987820178765,
  99.13255645605543,
  15.022663928907958,
  5.923339403702851,
  6.815412635429669,
  12.860142665844094,
  38.33290059875653,
  7.103368022638362,
  14.19760291034208,
  81.43128559100386,
  45.1552549632878,
  28.96402438290769,
  63.24588779863649,
  8.795773578309461,
  15.822112103966406,
  6.314094734794091,
  21.98345109606125,
  16.241929816869987,
  10.720196428330741,
  64.02920992316601,
  18.008926409964012,
  19.278078022726454,
  18.83378536507593,
  39.89967327082796,
  10.007149247170073,
  5.231741761224389,
  65.07064861674289,
  33.88022799265076,
  8.196768343928607,
  5.217344475182415,
  44.07216182485023,
  87.94773714795826,
  37.4207052781117,
  26.462942602974337,
  8.482622138450122,
  84.8541055865594,
  106.08892244624805,
  27.691856922796738,
  121.9724393913981,
  150.0320406483125,
  14.905868815118025,
  11.13928608960115,
  73.34555505379083,
  20.68440812403423,
  78.60062320500448,
  53.98204217386905,
  14.30696862574752,
  8.932197016946592,
  12.729497349666689,
  69.38418202583836,
  13.777442287595346,
  77.97421082500756,
  89.26537187690722,
  9.173795470689878,
  54.3946757116579,
  54.49389093876625,
  46.4377138882506,
  35.11364015959136,
  46.29415253556006,
  19.712071472870484,
  7.904822560741564,
  47.33148770876206,
  25.851213115977725,
  179.05502688013289,
  43.71794095757631,
  41.44827147444012,
  189.0761051999664,
  14.513741398076213,
  17.245392236159713,
  26.34486964471019,
  10.80521476881118,
  34.935344327189966,
  119.99004208030053,
  66.98236154765513,
  14.849079306219434,
  11.13367314356341,
  54.946356574095425,
  8.321303065395925,
  12.783268703987915,
  19.486037536968617,
  57.54235605293544,
  16.814087040827665,
  34.912567554219336,
  5.880666240050639,
  38.67018198770049,
  72.77347800972618,
  8.234436701527683,
  89.04906037578115,
  19.494121862112834,
  146.64904458438212,
  73.2602092766762,
  10.203258198202331,
  19.79411173314245,
  6.318424565184148,
  9.86943236635915,
  96.7518341313348,
  100.9047024648366,
  101.76052669784126,
  5.50994716444726,
  90.65128222287527,
  78.4078652950865,
  9.774732875713882,
  135.94958112356883,
  89.22533215731346,
  24.663803355331446,
  25.902973572428323,
  94.37037590777993,
  93.98756562553552,
  37.17669261025041,
  102.29263498886125,
  12.001233610906525,
  24.974016750226955,
  6.974748866757529,
  12.317267034835274,
  10.858864502161847,
  37.689152356283586,
  15.3744299154924,
  74.7793567671871,
  74.41608110209874,
  12.813795320110623,
  84.67752647961551,
  80.90293019739579,
  155.02378013103962,
  62.37335100254475,
  6.105065259444005,
  28.255523006381278,
  120.18344787885563,
  5.13523732549022,
  6.587539191050565,
  154.41250890492933,
  132.83150465706674,
  93.56238872049694,
  10.803735174826643,
  15.188985503227999,
  20.88094031160771,
  5.37986458118887,
  7.135019312153978,
  52.307870746092476,
  10.96026299065091,
  59.21979078806922,
  25.62867682283258,
  8.010233278974438,
  18.734738862386028,
  8.88937736032853,
  14.571890081683934,
  57.015148212922114,
  20.112725643374645,
  18.459738524971947,
  14.001388581800914,
  38.33789404664146,
  96.42203587148747,
  54.40808657576671,
  49.531843227462076,
  26.241566654270024,
  60.53428219868335,
  5.845386102027495,
  8.34787544865437,
  12.759527038621485,
  11.757804831169018,
  5.817472766507895,
  6.090845440277669])

Graph for home page

Detected energies during the discharge + Energy spectrum

multiplot(icon_fig, T_int_first,E,xle,Etot)