| [3787] | 1 | #####################################################################################
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 | 2 | ####  Commands to run the different programs to produce foreground maps 
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 | 3 | ####  and compute radio-source subtracted P(k)
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 | 4 | #####################################################################################
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 | 5 | 
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 | 6 | ### Cube definition in file cubedef.h 
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 | 7 | 
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 | 8 | ### Step 1/ Produce an LSS data cube  with appropriate size and redshift using SimLSS
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 | 9 | # 1.a/ Run SimLSS
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| [3789] | 10 | csh> ~/Objs/exe/cmvginit3df -a -1 -2 -C -G 0. -F 0 -x 360,3 -y 360,3 -z 256,1.5 -Z 0.56 -8 1. -n 10000 -O 0,2 -o lssz056 -T 2
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| [3825] | 11 | # 1.b/ To run SimLSS with GSM map parameters (DeltaFreq=500 MHz)
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 | 12 | csh> ~/Objs/exe/cmvginit3df -a -1 -2 -C -G 0. -F 0 -x 360,3 -y 360,3 -z 256,3 -Z 0.60 -8 1. -n 10000 -O 0,2 -o lssz060 -T 2
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 | 13 | 
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 | 14 | # 1.c/ Change the X and Z axis of the cube to adapt it to RadioBeam package convention 
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| [3787] | 15 | #  SimLSS output : the radial (redshift) direction along X axis of the cube (TArray) 
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 | 16 | #  RadioBeam cubes : the radial (redshift) direction along Z axis of the cube (TArray) 
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 | 17 | #  Execucte the following script in spiapp :
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 | 18 | 
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 | 19 | csh> cat > racube.pic
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| [3789] | 20 | set f lssz056
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| [3787] | 21 | readfits ${f}_r.fits
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 | 22 | rename ${f}_r map
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 | 23 | print map 
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 | 24 | c++exec \
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 | 25 |   TArray<r_4> omap(map.SizeY(),map.SizeZ(),map.SizeX()-2 ); \
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 | 26 |   for(sa_size_t i=0;i<omap.SizeX();i++) \
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 | 27 |     for(sa_size_t j=0;j<omap.SizeY();j++) \
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 | 28 |       for(sa_size_t k=0;k<omap.SizeZ();k++) \
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 | 29 |         omap(i,j,k)=map(k+1,i,j);  \
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 | 30 |   KeepObj(omap); 
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 | 31 | 
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| [3825] | 32 | rename omap lsscube
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 | 33 | print lsscube
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 | 34 | # expmeansig lsscube val
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 | 35 | saveppf lsscube lsscube.ppf 
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| [3787] | 36 | 
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| [3789] | 37 | csh> spiapp -term -exec racube.pic 
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| [3787] | 38 | 
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| [3825] | 39 | 
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| [3787] | 40 | ## Step 2/ Produce synchrotron and radio source sky cubes  (cube unit is Temparature- Kelvin) 
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 | 41 | # 2.a/ Synchrotron map from HASLAM 400 MHz map
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 | 42 | csh> ./Objs/syncube syncmap_eq.fits syncube.ppf
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 | 43 | # 2.b/ radio source cube from NVSS catalog
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 | 44 | csh> ./Objs/srcat2cube nvss.fits nvsscube.ppf
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 | 45 | # 2.c/ Add the two cubes using the following spiapp script 
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 | 46 | csh> cat > sumcubes.pic
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 | 47 | openppf syncube.ppf
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| [3829] | 48 | openppf srcnor3d.ppf
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| [3789] | 49 | # expmeansig syncube val 
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| [3829] | 50 | # expmeansig srcnor3d val
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 | 51 | c++exec TArray<r_4> fgndcube = syncube+srcnor3d; KeepObj(fgndcube);
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| [3787] | 52 | print fgndcube
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| [3789] | 53 | # expmeansig fgndcube val
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| [3787] | 54 | saveppf fgndcube fgndcube.ppf
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 | 55 | 
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 | 56 | csh> spiapp -term -exec sumcubes.pic 
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 | 57 | 
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| [3796] | 58 | ## Step 3/ Apply lobe (50 meter diameter array) effect on foreground cube and LSS cube
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 | 59 | csh> ./Objs/applobe 50. fgndcube.ppf fgndcube_lobe.ppf
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 | 60 | csh> ./Objs/applobe 50. lsscube.ppf lsscube_lobe.ppf
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| [3793] | 61 | ## Step 3.b/ Correct for the lobe effect by bringing all to the beam of Diam/Lambda = 130  
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| [3796] | 62 | csh> ./Objs/applobe 50. lsscube_lobe.ppf lsscube_corlobe.ppf 130
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 | 63 | csh> ./Objs/applobe 50. fgndcube_lobe.ppf fgndcube_corlobe.ppf 130
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| [3787] | 64 | 
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 | 65 | ### Step 4/ Compute power spectra 
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 | 66 | ## mass to temperature converion factor   CT21 ~= 0.2 mK 
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 | 67 | ## Foreground maps are in temperature 
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 | 68 | ## Noise fluctuations Sigma^2 ~ T_sys^2 / t_obs * DeltaFreq
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| [3789] | 69 | ## Tsys ~ 50 K , DeltaFreq ~ 0.275 MHz , t_obs ~ 1 day ~ 80 000 s.
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 | 70 | ## sigma_noise ~ 0.35 mK 
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| [3787] | 71 | # 4.a/ LSS power spectrum  without noise
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 | 72 | csh> ./Objs/calcpk lsscube.ppf lsspk.ppf 0.2 
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 | 73 | # and with noise  
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| [3789] | 74 | csh> ./Objs/calcpk lsscube.ppf lsspkwn.ppf 0.2 0.35 
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| [3787] | 75 | #  with the lobe effect 
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 | 76 | csh> ./Objs/calcpk lsscube_lobe.ppf lsspklobe.ppf 0.2  
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| [3825] | 77 | csh> ./Objs/calcpk lsscube_lobe.ppf lsspklobewn.ppf 0.2 0.35  
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| [3789] | 78 | csh> ./Objs/calcpk lsscube_corlobe.ppf lsspkcorlobe.ppf 0.2  
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 | 79 | 
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| [3787] | 80 | # 4.b/ Foreground power spectrum 
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 | 81 | csh> ./Objs/calcpk fgndcube.ppf fgndpk.ppf 1000
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 | 82 | csh> ./Objs/calcpk fgndcube_lobe.ppf fgndpklobe.ppf 1000
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| [3789] | 83 | csh> ./Objs/calcpk fgndcube_corlobe.ppf fgndpkcorlobe.ppf 1000
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| [3787] | 84 | 
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 | 85 | # 4.c/ Extract LSS P(k) from Foreground+LSS+noise , after cleaning/subtraction without beam 
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| [3830] | 86 | csh> ./Objs/calcpk2 lsscube.ppf 0.2 fgndcube.ppf 1000 subpk.ppf 0.35 50. 0. 0. P2
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| [3825] | 87 | # 4.d / Extract LSS P(k) from Foreground+LSS+noise and beam effect, without beam correction  
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| [3830] | 88 | csh> ./Objs/calcpk2 lsscube_lobe.ppf 0.2 fgndcube_lobe.ppf 1000 subpklobe.ppf 0.35 50. 0. 3. P2 
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| [3825] | 89 | # 4.e / Extract LSS P(k) from Foreground+LSS+noise and beam effect - correcting to a beam of Diam/Lambda = 130 
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| [3830] | 90 | csh> ./Objs/calcpk2 lsscube_lobe.ppf 0.2 fgndcube_lobe.ppf 1000 subpkcorlobe.ppf 0.35 50. 130. 3. P2 
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 | 91 | #  Or using a linear fit for foreground subtraction (old version)
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 | 92 | csh> ./Objs/calcpk2 lsscube_lobe.ppf 0.2 fgndcube_lobe.ppf 1000 subpkcorlobep1.ppf 0.35 50. 130. 3. P1
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| [3829] | 93 | # 4.f / Estimate residual noise from Foreground removal : 
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| [3830] | 94 | csh> ./Objs/calcpk2 zerolss.ppf 0. fgndcube_lobe.ppf 1000 subpknolss.ppf 0.35 50. 130. 3. P2
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| [3829] | 95 | csh> ./Objs/calcpk2 zerolss.ppf 0. fgndcube_lobe.ppf 1000 subpknolssnocor.ppf 0.35 50. 0. 3.
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| [3787] | 96 | 
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 | 97 | ### Step 5 / Check the results using spiapp 
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| [3825] | 98 | setaxesatt 'font=helvetica,bold,16 fixedfontsize minorticks'
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| [3793] | 99 | delobjs *
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 | 100 | openppf fgndpk.ppf 
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 | 101 | openppf fgndpklobe.ppf 
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 | 102 | openppf fgndpkcorlobe.ppf 
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 | 103 | openppf lsspk.ppf 
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 | 104 | openppf lsspklobe.ppf 
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| [3825] | 105 | openppf lsspklobewn.ppf 
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| [3793] | 106 | openppf subpklobe.ppf 
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| [3830] | 107 | 
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| [3825] | 108 | openppf subpkcorlobe.ppf 
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 | 109 | openppf subpknolss.ppf
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 | 110 | 
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| [3830] | 111 | # openppf subpknolssnocor.ppf
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 | 112 | 
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| [3825] | 113 | disp lsspk 'logx logy nsta xylimits=0.005,2.,4e-11,8e-6 gold'
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 | 114 | disp lsspklobe 'same nsta orange'
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 | 115 | disp lsspklobewn 'same nsta siennared'
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| [3829] | 116 | settitle ' Pk[LSS] - without normalisation' ' ' 'font=helvetica,bold,16 black' 
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| [3825] | 117 | 
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| [3829] | 118 | 
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| [3825] | 119 | disp fgndpk 'logx logy nsta xylimits=0.005,2.,1e-10,1. navyblue'
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 | 120 | disp fgndpklobe 'same nsta blue'
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 | 121 | disp fgndpkcorlobe 'same nsta skyblue'
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 | 122 | disp lsspk 'same nsta gold'
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 | 123 | disp lsspklobewn 'same nsta siennared' 
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| [3830] | 124 | # settitle 'Pk[LSS] , Pk[Foreground] and lobe effect (Dish D=50 m)' ' ' 'font=helvetica,bold,18'
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 | 125 | settitle 'Pk[LSS] , Pk[Foreground=GSM] and lobe effect (Dish D=50 m)' ' ' 'font=helvetica,bold,18'
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 | 126 | 
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| [3825] | 127 | set lines ( 'Pk[Foreground]'  'Pk[fgnd]*Lobe' 'Pk[fgnd]*Lobe/Corrected' 'Pk[LSS]' 'Pk[LSS]*Lobe+Noise' )
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 | 128 | set cols ( navyblue blue skyblue gold siennared ) 
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 | 129 | textdrawer lines cols 'font=helvetica,bold,16 frame'
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 | 130 | 
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| [3830] | 131 | 
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| [3825] | 132 | disp lsspk 'logx logy nsta xylimits=0.005,2.,4e-9,4e-5 gold'
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 | 133 | disp lsspklobewn 'same nsta siennared' 
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 | 134 | disp subpkcorlobe 'same nsta red'
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| [3829] | 135 | disp subpknolss 'same nsta green'
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| [3825] | 136 | 
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| [3829] | 137 | #  Calcul du volume total en Mpc^3
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 | 138 | set VOL 3*3*3*360*360*256
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 | 139 | plot2d lsspk x val*$VOL 1 'logx logy nsta xylimits=0.01,2.,10.,1e4 cpts marker=box,5 gold'
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 | 140 | plot2d lsspklobewn x val*$VOL 1 'same nsta cpts marker=box,5 siennared' 
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 | 141 | plot2d subpkcorlobe x val*$VOL 1 'same nsta cpts marker=box,5 red' 
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 | 142 | plot2d subpklobe x val*$VOL 1 'same nsta cpts marker=box,5 blueviolet' 
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 | 143 | plot2d subpknolss x val*$VOL 1 'same nsta cpts marker=box,5 green' 
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 | 144 | 
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| [3830] | 145 | # settitle 'Recovered Pk[LSS] In=LSS+(GSM) (D=50 m)' ' ' 'font=helvetica,bold,18'
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| [3829] | 146 | settitle 'Recovered Pk[LSS] In=LSS+(Haslam+North20cm) (D=50 m)' ' ' 'font=helvetica,bold,18'
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 | 147 | setaxelabels 'k (Mpc^-1)   h=0.7' 'P(k)    (mK^2 Mpc^3)' 'font=helvetica,bolditalic,16' 
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 | 148 | set lines ( 'Pk[LSS]'  'Pk[LSS*lobe+noise]' 'Pk[ExtractedLSS]' 'Pk[ExtLSS,NoBeamCor]' 'Pk[residual,NoLSS]' )
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 | 149 | set cols ( gold siennared red blueviolet green ) 
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| [3825] | 150 | textdrawer lines cols 'font=helvetica,bold,16 frame'
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| [3829] | 151 | 
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 | 152 | 
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 | 153 | plot2d lsspk x val*$VOL 1 'logx logy nsta xylimits=0.01,2.,10.,1e4 cpts marker=box,5 gold'
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 | 154 | plot2d lsspklobewn x val*$VOL 1 'same nsta cpts marker=box,5 red' 
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 | 155 | plot2d subpknolss x val*$VOL 1 'same nsta cpts marker=box,5 green' 
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 | 156 | plot2d subpknolssnocor x val*$VOL 1 'same nsta cpts marker=box,5 magenta' 
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 | 157 | setaxelabels 'k (Mpc^-1)   h=0.7' 'P(k)    (mK^2 Mpc^3)' 'font=helvetica,bolditalic,16' 
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 | 158 | settitle 'Recovered Pk[LSS] and residual systematics' ' ' 'font=helvetica,bold,18'
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 | 159 | set lines ( 'Pk[LSS]'  'Pk[LSS*lobe+noise]' 'Pk[residual,NoLSS]' 'Pk[residual,NoLSS,NoBeamCorrection]' )
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 | 160 | set cols ( gold red green magenta ) 
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 | 161 | textdrawer lines cols 'font=helvetica,bold,16 frame'
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