diff --git a/Analisys_With_Features.m b/Analisys_With_Features.m
index a7d3bc16fb0a1e9c4fc60597737642e0dcb7ff93..b998a1e96091d701dbbca178c4dde7f1c9bf0a60 100644
--- a/Analisys_With_Features.m
+++ b/Analisys_With_Features.m
@@ -21,7 +21,7 @@ clc
     MMX_InitializeSPICE
     cspice_furnsh(which('mar097.bsp'));
     cspice_furnsh(which('MARPHOFRZ.txt'));
-    cspice_furnsh(which('MMX_QSO_049_2x2_826891269_828619269.bsp'));
+    cspice_furnsh(which('MMX_QSO_031_2x2_826891269_828619269.bsp'));
     % cspice_furnsh(which('MMX_3DQSO_031_009_2x2_826891269_828619269.bsp'));
     % cspice_furnsh(which('MMX_SwingQSO_031_011_2x2_826891269_828619269.bsp'));
     cspice_furnsh(which('Phobos_826891269_828619269.bsp'));
@@ -57,7 +57,7 @@ clc
     MMX0    = MMX0./units.sfVec;
 
 %   Analysis initial state vector
-    % St0     = [MMX0; Ph0; pars.I2; pars.bias];
+    St0     = [MMX0; Ph0; pars.I2; pars.bias];
     St0     = [MMX0; Ph0(1:4); Ph0(7:8); pars.I2; pars.bias];
     pars.X0_reference = [MMX0; Ph0; pars.I2; pars.bias];
     
@@ -91,11 +91,13 @@ clc
 %   Questo è l'UKF puro, funziona giocando con l'alpha! Ma non tutti gli
 %   stati sono visibilissimi. Vedo il libration ma non la sua velocita'
 
-    pars.alpha = 1e-1;
-    pars.beta  = 2;
+    % pars.alpha = 1e-1;
+    % pars.beta  = 2;
     % [Est] = UKF_features(Est0, @SigmaPoints_Dynamics_Good,...
     %     @Observables_model_with_Features,...
     %     pars.R,YObs,pars,units,file_features);
+    pars.alpha = 1e-1;    
+    pars.beta  = 2;
     [Est] = UKF_features(Est0, @SigmaPoints_Dynamics_Good_NoPhi,...
         @Observables_model_with_Features,...
         pars.R,YObs,pars,units,file_features);
diff --git a/Observations_Generation.m b/Observations_Generation.m
index cc94a20c3596aa8861e28dd9dbb4824b8d4e66e0..b8845221768bcd3127c48e65edb816304709ede0 100644
--- a/Observations_Generation.m
+++ b/Observations_Generation.m
@@ -20,7 +20,7 @@ clc
     MMX_InitializeSPICE
     cspice_furnsh(which('mar097.bsp'));
     cspice_furnsh(which('MARPHOFRZ.txt'));
-    cspice_furnsh(which('MMX_QSO_049_2x2_826891269_828619269.bsp'));
+    cspice_furnsh(which('MMX_QSO_031_2x2_826891269_828619269.bsp'));
     % cspice_furnsh(which('MMX_3DQSO_031_009_2x2_826891269_828619269.bsp'));
     % cspice_furnsh(which('MMX_SwingQSO_031_011_2x2_826891269_828619269.bsp'));
     cspice_furnsh(which('Phobos_826891269_828619269.bsp'));
@@ -30,7 +30,7 @@ clc
 %   Time of the analysis
     data        = '2026-03-16 00:00:00 (UTC)';
     data        = cspice_str2et(data);
-    Ndays       = 2;
+    Ndays       = 7;
     t           = Ndays*86400;
     date_end    = data+t;
 
diff --git a/Observations_with_features.m b/Observations_with_features.m
index 9c9096886ef12dc5f8d928bee23a6e941522ed67..5b6a9b3ce56dd507097ecd94ea6c308a4f378ffe 100644
--- a/Observations_with_features.m
+++ b/Observations_with_features.m
@@ -225,6 +225,7 @@ function YObs = Observations_with_features(date_0, date_end, file_features, pars
         else
             Y_LOS   = [];
             Y_pix   = [];
+            Limb = [];
         end
 
         if (rem(round(i-et0),interval_camera)==0)&&pars.flag_Limb
@@ -236,8 +237,6 @@ function YObs = Observations_with_features(date_0, date_end, file_features, pars
                     got_it = 1;
             end
 
-        else
-            Limb = [];
         end
 
         
diff --git a/Phobos_cartesian_covariance.m b/Phobos_cartesian_covariance.m
index ab7cad11c99aba41f5d609143fcf678892e24d3f..6d7c4b5254fccf7655233c2a365461051b9bde89 100644
--- a/Phobos_cartesian_covariance.m
+++ b/Phobos_cartesian_covariance.m
@@ -59,18 +59,52 @@ function [P_PhXYZ, P_Xrel, P_PhVXYZ, P_Vrel, X_Phobos] = ...
     end
 
 
+% %   Coomposizione della covariance P_PhXYZ
+% 
+%     P_PhXYZ     = zeros(3,3,size(X_t(9,:),2));
+%     P_PhVXYZ    = zeros(3,3,size(X_t(9,:),2));
+% 
+%     for i=1:size(X_t(9,:),2)
+%         P_PhXYZ(:,:,i) = [dXdR(:,i),dXdtheta(:,i)]*...
+%             [P_t(7,7,i), P_t(7,9,i); P_t(9,7,i), P_t(9,9,i)]*...
+%             [dXdR(:,i),dXdtheta(:,i)]';
+%         P_PhVXYZ(:,:,i) = [dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]*...
+%             P_t(7:10,7:10,i)*[dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]';
+% 
+%     end
+% 
+% %   Correlation covariance MMX-Phobos
+%     P_PhXYZ_MMX     = zeros(3,3,size(X_t(9,:),2));
+%     P_MMX_PhXYZ     = zeros(3,3,size(X_t(9,:),2));
+%     P_VPhXYZ_VMMX   = zeros(3,3,size(X_t(9,:),2));
+%     P_VMMX_VPhXYZ   = zeros(3,3,size(X_t(9,:),2));
+% 
+%     for i=1:size(X_t(9,:),2)
+%         P_PhXYZ_MMX(:,:,i)  = [dXdR(:,i),dXdtheta(:,i)]*[P_t(7,1:3,i); P_t(9,1:3,i)];
+%         P_MMX_PhXYZ(:,:,i)  = [P_t(1:3,7,i), P_t(1:3,9,i)]*[dXdR(:,i),dXdtheta(:,i)]';
+%         P_VPhXYZ_VMMX(:,:,i)    = [dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]*P_t(7:10,4:6,i);
+%         P_VMMX_VPhXYZ(:,:,i)    = P_t(4:6,7:10,i)*[dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]';
+%     end
+% 
+% %   Relative distance covariance between MMX and PHobos
+%     P_Xrel = P_PhXYZ + P_t(1:3,1:3,:) - P_PhXYZ_MMX - P_MMX_PhXYZ;
+% 
+% %   Relative velocity covariance between MMX and PHobos
+%     P_Vrel     = P_PhVXYZ + P_t(4:6,4:6,:) - P_VPhXYZ_VMMX - P_VMMX_VPhXYZ;
+
+
 
 %   Coomposizione della covariance P_PhXYZ
-    
+
     P_PhXYZ     = zeros(6,6,size(X_t(9,:),2));
-    
+
     for i=1:size(X_t(9,:),2)
-        P_PhXYZ(:,:,i) = [dXdR(:,i), dXdtheta(:,i), zeros(3,2); dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]*...
-            P_t(7:10,7:10,i)*[dXdR(:,i), dXdtheta(:,i), zeros(3,2); dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]';
+        P_PhXYZ(:,:,i) = [dXdR(:,i), zeros(3,1), dXdtheta(:,i), zeros(3,1); dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]*...
+            P_t(7:10,7:10,i)*[dXdR(:,i), zeros(3,1), dXdtheta(:,i), zeros(3,1); dVdR(:,i), dVdR_dot(:,i), dVdtheta(:,i), dVdtheta_dot(:,i)]';
     end
 
     P_PhVXYZ = P_PhXYZ(4:6,4:6,:);
-    
+
 %   Correlation covariance MMX-Phobos
     P_PhXYZ_MMX     = zeros(6,6,size(X_t(9,:),2));
     P_MMX_PhXYZ     = zeros(6,6,size(X_t(9,:),2));
diff --git a/Results.m b/Results.m
index 869b06c93067f4dd3830186dc6be7ccb59007edb..dbe4138b881c4365482af6e3be12e3cb25bee9bc 100644
--- a/Results.m
+++ b/Results.m
@@ -530,34 +530,47 @@ function Results(Est, pars, units)
 
  %--------------------------------------------------------------------------
 
+ 
+
+
     figure()
-    subplot(1,2,1)
+    subplot(1,3,1)
     semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_PhXYZ(1,1,1:end-1)))),'Color','b','LineWidth',1)
     hold on;
     grid on;
     semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_PhXYZ(2,2,1:end-1)))),'Color','r','LineWidth',1)
     semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_PhXYZ(3,3,1:end-1)))),'Color','g','LineWidth',1)
     semilogy(t_obs(1:end-1)/3600,SQRT_X_Ph,'Color','k','LineWidth',2)
-    xlabel('time $[hour]$','FontSize',26)
-    ylabel('$[km]$','FontSize',26)
+    xlabel('time $[hour]$')
+    ylabel('$[km]$')
     title('Phobos position vector $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
-    legend('$3\sigma_{x}$','$3\sigma_{y}$','$3\sigma_{z}$','$3 RMS$','Interpreter','latex','FontSize',26)
-    subplot(1,2,2)
+    legend('$3\sigma_{x}$','$3\sigma_{y}$','$3\sigma_{z}$','$3 RMS$','Interpreter','latex','FontSize',14)
+    subplot(1,3,2)
     semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_PhVXYZ(1,1,1:end-1)))),'Color','b','LineWidth',1)
     hold on;
     grid on;
     semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_PhVXYZ(2,2,1:end-1)))),'Color','r','LineWidth',1)
     semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_PhVXYZ(3,3,1:end-1)))),'Color','g','LineWidth',1)
     semilogy(t_obs(1:end-1)/3600,SQRT_V_Ph,'Color','k','LineWidth',2)
-    xlabel('time $[hour]$','FontSize',26)
-    ylabel('$[km/s]$','FontSize',26)
+    xlabel('time $[hour]$')
+    ylabel('$[km]$')
     title('Phobos velocity vector $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
-    legend('$3\sigma_{\dot{x}}$','$3\sigma_{\dot{y}}$','$3\sigma_{\dot{z}}$','$3 RMS$','Interpreter','latex','FontSize',26)
+    legend('$3\sigma_{\dot{x}}$','$3\sigma_{\dot{y}}$','$3\sigma_{\dot{z}}$','$3 RMS$','Interpreter','latex','FontSize',14)
+    subplot(1,3,3)
+    semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_rel_MMXPh(1,1,1:end-1)))),'Color','b','LineWidth',1)
+    hold on;
+    grid on;
+    semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_rel_MMXPh(2,2,1:end-1)))),'Color','r','LineWidth',1)
+    semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_rel_MMXPh(3,3,1:end-1)))),'Color','g','LineWidth',1)
+    semilogy(t_obs(1:end-1)/3600,SQRT_X_rel,'Color','k','LineWidth',2)
+    xlabel('time $[hour]$')
+    ylabel('$[km]$')
+    title('MMX-Phobos relative distance $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
+    legend('$3\sigma_{x}$','$3\sigma_{y}$','$3\sigma_{z}$','$3 RMS$','Interpreter','latex','FontSize',14)
     
 
-
     figure()
-    subplot(1,3,1)
+    subplot(2,2,1)
     semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_PhXYZ(1,1,1:end-1)))),'Color','b','LineWidth',1)
     hold on;
     grid on;
@@ -568,7 +581,7 @@ function Results(Est, pars, units)
     ylabel('$[km]$')
     title('Phobos position vector $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
     legend('$3\sigma_{x}$','$3\sigma_{y}$','$3\sigma_{z}$','$3 RMS$','Interpreter','latex','FontSize',14)
-    subplot(1,3,2)
+    subplot(2,2,2)
     semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_PhVXYZ(1,1,1:end-1)))),'Color','b','LineWidth',1)
     hold on;
     grid on;
@@ -579,7 +592,7 @@ function Results(Est, pars, units)
     ylabel('$[km]$')
     title('Phobos velocity vector $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
     legend('$3\sigma_{\dot{x}}$','$3\sigma_{\dot{y}}$','$3\sigma_{\dot{z}}$','$3 RMS$','Interpreter','latex','FontSize',14)
-    subplot(1,3,3)
+    subplot(2,2,3)
     semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_rel_MMXPh(1,1,1:end-1)))),'Color','b','LineWidth',1)
     hold on;
     grid on;
@@ -590,17 +603,17 @@ function Results(Est, pars, units)
     ylabel('$[km]$')
     title('MMX-Phobos relative distance $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
     legend('$3\sigma_{x}$','$3\sigma_{y}$','$3\sigma_{z}$','$3 RMS$','Interpreter','latex','FontSize',14)
-    % subplot(2,2,4)
-    % semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_Vrel_MMXPh(1,1,1:end-1)))),'Color','b','LineWidth',1)
-    % hold on;
-    % grid on;
-    % semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_Vrel_MMXPh(2,2,1:end-1)))),'Color','r','LineWidth',1)
-    % semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_Vrel_MMXPh(3,3,1:end-1)))),'Color','g','LineWidth',1)
-    % semilogy(t_obs(1:end-1)/3600,SQRT_V_rel,'Color','k','LineWidth',2)
-    % xlabel('time $[hour]$')
-    % ylabel('$[km/s]$')
-    % title('MMX-Phobos relative velocity $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
-    % legend('$3\sigma_{\dot{x}}$','$3\sigma_{\dot{y}}$','$3\sigma_{\dot{z}}$','$3 RMS$','Interpreter','latex','FontSize',14)
+    subplot(2,2,4)
+    semilogy(t_obs(1:end-1)/3600,3.*squeeze(real(sqrt(P_Vrel_MMXPh(1,1,1:end-1)))),'Color','b','LineWidth',1)
+    hold on;
+    grid on;
+    semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_Vrel_MMXPh(2,2,1:end-1)))),'Color','r','LineWidth',1)
+    semilogy(t_obs(1:end-1)/3600,3*squeeze(real(sqrt(P_Vrel_MMXPh(3,3,1:end-1)))),'Color','g','LineWidth',1)
+    semilogy(t_obs(1:end-1)/3600,SQRT_V_rel,'Color','k','LineWidth',2)
+    xlabel('time $[hour]$')
+    ylabel('$[km/s]$')
+    title('MMX-Phobos relative velocity $3\sigma$ envelopes','Interpreter','latex','FontSize',30)
+    legend('$3\sigma_{\dot{x}}$','$3\sigma_{\dot{y}}$','$3\sigma_{\dot{z}}$','$3 RMS$','Interpreter','latex','FontSize',14)
  
 
 
diff --git a/YObs.mat b/YObs.mat
index d094df9b9b9f88d797096bf5e30da7927038d85e..93a5fc8823facdb279a5715a13c2379dd64dae15 100644
Binary files a/YObs.mat and b/YObs.mat differ