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@@ -81,8 +81,7 @@ In the plot, h_cross looks like a straight line, but it s correct. This is becau
 ## (6)VItamin   
 Run VItamin with test waveform provided by VItamin documentation:   
 https://hagabbar.github.io/vitamin_b/quickstart.html    
-In the page above I can't tell the information of waveforms:      
-![test_waveform_and_pre-trained_model](uploads/1b016328f68833cec6ff50726bbe4b95/test_waveform_and_pre-trained_model.png)   
+ 
 Plot them :   
 ![data_0](uploads/e9a7fde77706c97e6937f44c4fe669d4/data_0.png)   
 ![data_1](uploads/d2383c7b84556e8d2ccbfd8d3bae3fb6/data_1.png)   
@@ -91,39 +90,54 @@ Plot them :
   
 There are 4 corner plots due to  4 test data files.   
 ![vitamin_corner_timeseries-0](uploads/c0b57a767538fae585290da8c8ba44d9/vitamin_corner_timeseries-0.png)   
-mass_1=72.5678967    
-mass_2=39.7158247  
-luminosity_distance=1818.14522   
-geocent_time=0.228755910    
-theta_jn=4.67871413    
-ra=1.59060244    
-dec=1.13254678       
+> mass_1=72.5678967    
+> mass_2=39.7158247  
+> luminosity_distance=1818.14522   
+> geocent_time=0.228755910    
+> theta_jn=1.59060244    
+> ra=2.25761658    
+> dec=0.220253249      
+
+Basically, we can see that：  
+mass_1 is estimated much lower than real value.   
+distance is much higher.   
+ra has 2 peak, the left one is good, but the right one is higher.   
+dec can't be estimated clearly to the real value = 0.22   
 ![vitamin_corner_timeseries-1](uploads/511671132510e8532e5b321690df9375/vitamin_corner_timeseries-1.png)  
-mass_1=    
-mass_2=  
-luminosity_distance=   
-geocent_time=    
-theta_jn=    
-ra=    
-dec=        
+> mass_1=79.5055181    
+> mass_2=59.7295127  
+> luminosity_distance=1326.64890   
+> geocent_time=0.159704400    
+> theta_jn=0.694929922    
+> ra=2.79268421    
+> dec=-0.0544109042      
+
+Basically, we can see that：   
+mass_1 is estimated a bit lower than real value.   
+mass_2 is estimated a bit higher.   
+ra is estimated a bit lower.    
 ![vitamin_corner_timeseries-2](uploads/d061df13078cb287369aeeb8f49b2d1e/vitamin_corner_timeseries-2.png)   
-mass_1=    
-mass_2=  
-luminosity_distance=   
-geocent_time=    
-theta_jn=    
-ra=    
-dec=         
+> mass_1=70.2724558    
+> mass_2=63.5675168  
+> luminosity_distance=1881.73441   
+> geocent_time=0.158573090    
+> theta_jn=2.54178566    
+> ra=1.96712040    
+> dec=1.06435185         
+
+This one almost has a wonderful estimation. Just dec is estimated a bit higher.
 ![vitamin_corner_timeseries-3](uploads/a61d808b9ea479feef5a328ea2aae0f8/vitamin_corner_timeseries-3.png)    
-mass_1=    
-mass_2=  
-luminosity_distance=   
-geocent_time=    
-theta_jn=    
-ra=    
-dec=       
-
-
+> mass_1=67.7930585    
+> mass_2=50.8160513  
+> luminosity_distance=1493.29876   
+> geocent_time=0.291206202    
+> theta_jn=1.06098206    
+> ra=4.05618476    
+> dec=-0.171642340   
+    
+Basically, we can see that：   
+mass_1 is estimated a bit lower than real value.   
+distance is much higher.   
 
 # 2.Data   
 ## (1)Korean merger wavform    
@@ -136,10 +150,12 @@ dec=
 ## (2)Hunter’s BBH waveform generated from Bilby.  
  "data_0.h5py"  
 > Scaled waveforms (~10^-24-10^-23)  
-> The hdf5 file has four directories: snrs, y_data_noisefree, y_data_noisy and rand_pars.  
+> The hdf5 file has 4+ directories: snrs, y_data_noisefree, y_data_noisy and rand_pars.  
 > snrs == A list containing the optimal SNR of each waveform at each observatory (e.g. H1, L1 and V1 ... in that order).  
 > y_data_noisy == The noisy waveform at each observatory with dimension (number of detectors, sampling frequency * duration).   
 > y_data_noisefree == The noisefree waveform at each observatory with dimension (number of detectors, sampling frequency * duration).  
+The parameter values are contained in the key 'x_data', where the values are in the following order:
+['mass_1','mass_2','luminosity_distance','geocent_time','phase','theta_jn','psi','ra','dec']  
 
 # 3.Code  
 ## (1)Adjust BBH waveform's amplitude the same to Korean waveform's