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diff --git a/MODULES/Plotting/plotset_comparison.py b/MODULES/Plotting/plotset_comparison.py
index 973a658862b22ddf57235ff70873ee2ffa5289f6..0fab2d2b03be5fa20c03979ea1ac29d2ca48babe 100644
--- a/MODULES/Plotting/plotset_comparison.py
+++ b/MODULES/Plotting/plotset_comparison.py
@@ -179,7 +179,7 @@ def paper_plot_mlrp(obs_data, simdata_eq, simdata_pol, mli_dist, mli_ml,
# Simulated data (polar)
ax_rp.plot(simdata_pol.dist, simdata_pol.rampressure,
- label=EQ_LABEL,
+ label=POL_LABEL,
lw=2.5,
ls="--",
c=COLOR_POL,
@@ -239,7 +239,7 @@ def paper_npT_com(obs_data, simdata_eq, simdata_pol, save_dir):
# Simulated data (polar)
ax_np.plot(simdata_pol.dist, simdata_pol.np,
- label=EQ_LABEL,
+ label=POL_LABEL,
lw=2.5,
ls="--",
c=COLOR_POL,
@@ -279,7 +279,7 @@ def paper_npT_com(obs_data, simdata_eq, simdata_pol, save_dir):
# Simulated data (polar)
ax_T.plot(simdata_pol.dist, simdata_pol.T,
- label=EQ_LABEL,
+ label=POL_LABEL,
lw=2.5,
ls="--",
c=COLOR_POL,
diff --git a/MODULES/Plotting/plotset_general.py b/MODULES/Plotting/plotset_general.py
index a6a2ab8177695769f62f869a1130ad48c0a6285e..2c46b33d1eebbcdfd8a887de720bef9c78c112d5 100644
--- a/MODULES/Plotting/plotset_general.py
+++ b/MODULES/Plotting/plotset_general.py
@@ -25,8 +25,17 @@ def rc_setup():
mpl.rcParams["legend.frameon"] = "False"
-def bin_analyses(num_points, dist_index):
+def bin_analysis(save_dir, num_points, dist_index):
"""Simple plot of bin distance index and number of data points"""
fig, ax = plt.subplots(figsize=(6, 4))
- ax.scatter(dist_index, num_points)
+ ax.scatter(dist_index, num_points,
+ color="black",
+ s=6)
+
+ ax.set(xlabel="Distance [R$_\\odot$]",
+ ylabel="Number of measurements",
+ yscale="log")
+
+ plt.tight_layout()
+ plt.savefig(f"{save_dir}/datapoints.eps")
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index 9d9c9726fdfa6dd6d063f4c4b53d7e10b2c2cdaa..a2b70de797cf22e98a5e05caa322180aa09af5dc 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps
+++ b/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps
@@ -1,7 +1,7 @@
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%%Title: PSP_AR_Density.eps
%%Creator: Matplotlib v3.5.1, https://matplotlib.org/
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diff --git a/PLOTS/ApproachRecessionPlots/PSP_AR_RadialVelocity.eps b/PLOTS/ApproachRecessionPlots/PSP_AR_RadialVelocity.eps
index 45b8339dbead722d2adb703d6c4e1dc2a9b99dac..5996a120107369ed73c11639965512b1cbea6e17 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_AR_RadialVelocity.eps
+++ b/PLOTS/ApproachRecessionPlots/PSP_AR_RadialVelocity.eps
@@ -1,7 +1,7 @@
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%%Title: PSP_AR_RadialVelocity.eps
%%Creator: Matplotlib v3.5.1, https://matplotlib.org/
-%%CreationDate: Tue Aug 16 15:49:52 2022
+%%CreationDate: Thu Aug 25 10:59:06 2022
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diff --git a/PLOTS/ApproachRecessionPlots/PSP_AR_Temperature.eps b/PLOTS/ApproachRecessionPlots/PSP_AR_Temperature.eps
index 6dfd31d260a90cb4c544b1573cf1239546cc372d..46202e38a0a891dceaf9f524d0f41100afc7ffb0 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_AR_Temperature.eps
+++ b/PLOTS/ApproachRecessionPlots/PSP_AR_Temperature.eps
@@ -1,7 +1,7 @@
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%%Title: PSP_AR_Temperature.eps
%%Creator: Matplotlib v3.5.1, https://matplotlib.org/
-%%CreationDate: Tue Aug 16 15:49:53 2022
+%%CreationDate: Thu Aug 25 10:59:07 2022
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diff --git a/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.eps b/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.eps
index 29841e5224546eb1adcd5d35e62500ce856e13e1..bb6b54bab929e74916f0e0471780e143e6da3e98 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.eps
+++ b/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.eps
@@ -1,7 +1,7 @@
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%%Title: PSP_I-E_measurements.eps
%%Creator: Matplotlib v3.5.1, https://matplotlib.org/
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index c2f2308a29f0f6689ecd96da86da6d861e87ba29..253cbeb25f21e0b2eb79029227ff8341afe0f00c 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.svg
+++ b/PLOTS/ApproachRecessionPlots/PSP_I-E_measurements.svg
@@ -6,7 +6,7 @@
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diff --git a/PLOTS/ComparisonPlots/massloss_comparison.eps b/PLOTS/ComparisonPlots/massloss_comparison.eps
index 2c984c4ae5875f5a2b3d975e169d3c9aafc002c6..66f49d465a3f74726efd6ac7634c557144afdc38 100644
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diff --git a/ROUGH_COMPARISON.dat b/ROUGH_COMPARISON.dat
index fa66772ec070207ec2326c60c1ba3f43562dae18..0a237bbe71c2ddeb6931ce5d3e0a4b55103d8ccb 100644
--- a/ROUGH_COMPARISON.dat
+++ b/ROUGH_COMPARISON.dat
@@ -2,14 +2,14 @@ AT 40 Rs:
EQ POL PSP
-VR 423 870 353
+VR 417 652 353
-NP 4.4e+02 3.8e+01 1.9e+02
+NP 4.0e+02 9.0e+01 1.9e+02
-T 1.9e+05 8.6e+05 3.2e+05
+T 1.7e+05 4.7e+05 3.2e+05
-RP 1.3e-07 4.8e-08 4.0e-08
+RP 1.2e-07 6.4e-08 4.0e-08
-ML 4.8e-14 2.0e-14 1.7e-14
+ML 4.3e-14 2.6e-14 1.7e-14
diff --git a/STATISTICS/MASSLOSS_CONTOURS/1e10.csv b/STATISTICS/MASSLOSS_CONTOURS/1e10.csv
index 032fcccb807d6e29dbd92b4066d4842d42c5f74b..b9a35504ce83dac7d08ded4c91941dfa848d3e43 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/1e10.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/1e10.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-5.44068e-06,-3.14575e-06,6.86124e-07,6.32199e-06,-2.25539e+22,1.09256e+09,1.26416e+31,1.95471e+21,3.90942e+21,4.02284e+19,2.42857e+19,5.9102e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+1.225e+06,2.4849e+05,1.4559e+14,nan,nan,nan,6.9661e+21,1.194e+22,-9.9924e+21,-2.2194e+22,1.6391e+09,802.7,1.2642e+31,1.9547e+21,3.9094e+21,0,-5.4461e+18,-2.339e+19,2.8129e+24,-5.4407e-06,-3.1457e-06,6.8612e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/1e9.csv b/STATISTICS/MASSLOSS_CONTOURS/1e9.csv
index 67b4ef87cce92af6e47b81e6c9ebf00229699878..441219ec463b5afa653291e158db6cfdb48987dd 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/1e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/1e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-6.59118e-07,7.5012e-08,-4.17157e-08,6.64683e-07,-2.06858e+20,1.15108e+09,1.34764e+28,2.0838e+19,4.1676e+19,1.25059e+17,-1.33926e+18,-1.03865e+22
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+6.1629e+05,-2.2722e+06,1.0979e+14,nan,nan,nan,8.4583e+19,1.6033e+20,-6.3155e+19,-2.0355e+20,1.7175e+09,1.5119e+09,1.3476e+28,2.0838e+19,4.1676e+19,0,-2.4832e+17,-6.0819e+16,1.8624e+21,-6.5912e-07,7.5012e-08,-4.1716e-08
diff --git a/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv b/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv
index 4262660b50a2bad2512cf1d5dd6ae1f117d1a94a..e0766090c3a5885e1b2da710ffc1e1df909a6a53 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-1.84721e-05,8.05243e-06,1.27154e-06,2.0191e-05,-1.81843e+23,1.27137e+09,2.70377e+32,1.50385e+22,3.0077e+22,-3.80656e+22,-4.81486e+19,4.58176e+25
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+3.7192e+06,-17666,1.4522e+14,nan,nan,nan,5.2447e+22,8.3051e+22,-8.6833e+22,-1.7956e+23,1.6461e+09,56.89,2.7038e+32,1.5039e+22,3.0077e+22,0,5.3032e+18,-6.5676e+19,2.2171e+25,-1.8472e-05,8.0524e-06,1.2715e-06
diff --git a/STATISTICS/MASSLOSS_CONTOURS/2e10.csv b/STATISTICS/MASSLOSS_CONTOURS/2e10.csv
index 76700bbb3fdfff5885740f4cacdaf2916838e040..abef381c24f33d1f42f9c688565853f6ef478efb 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/2e10.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/2e10.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-1.27406e-05,-5.39632e-06,1.50945e-06,1.39184e-05,-9.2875e+22,1.16616e+09,1.00776e+32,7.79123e+21,1.55825e+22,2.37e+20,-1.49522e+20,2.40705e+25
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-6.6171e+06,3.9904e+06,1.4523e+14,nan,nan,nan,2.7354e+22,4.4494e+22,-4.3338e+22,-9.1561e+22,1.6432e+09,132.96,1.0078e+32,7.7912e+21,1.5582e+22,0,1.3818e+19,-6.124e+19,1.1368e+25,-1.2741e-05,-5.3963e-06,1.5094e-06
diff --git a/STATISTICS/MASSLOSS_CONTOURS/2e9.csv b/STATISTICS/MASSLOSS_CONTOURS/2e9.csv
index dcdbb7afa1e13ef690a6f2faf7d6ce0cc82abfc3..a835fe9b142495b56f600627b14bf1ffa4ed4bbb 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/2e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/2e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-9.21614e-07,4.40133e-08,1.28499e-07,9.3157e-07,-8.48697e+20,1.09521e+09,1.04042e+29,8.0438e+19,1.60876e+20,3.58029e+18,1.59472e+19,1.39218e+23
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-5.912e+06,1.6365e+06,1.3346e+14,nan,nan,nan,3.0905e+20,5.7025e+20,-3.099e+20,-8.344e+20,1.6415e+09,83352,1.0404e+29,8.0438e+19,1.6088e+20,0,-9.7114e+17,1.1366e+18,6.7093e+22,-9.2161e-07,4.4013e-08,1.285e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/3e9.csv b/STATISTICS/MASSLOSS_CONTOURS/3e9.csv
index 8a66e429569ec180fcee12e25fbbf4d782c11469..e8c2cb02cb54c76cd4ae18e41b2ad8a6211ab3d1 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/3e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/3e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-1.93116e-06,1.0249e-07,-2.72144e-07,1.95293e-06,-1.93541e+21,1.09279e+09,3.47013e+29,1.78857e+20,3.57713e+20,-2.71155e+18,-1.10169e+19,4.24446e+23
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+4.3035e+05,2.031e+06,1.3962e+14,nan,nan,nan,6.6984e+20,1.2204e+21,-7.5404e+20,-1.903e+21,1.6382e+09,22205,3.4701e+29,1.7886e+20,3.5771e+20,0,-1.5002e+18,-2.2719e+17,1.9524e+23,-1.9312e-06,1.0249e-07,-2.7214e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/4e9.csv b/STATISTICS/MASSLOSS_CONTOURS/4e9.csv
index 4867c9fc12cbad15cc16a5049e29e306ef8ee756..1822efab85c0c02715c4c9e586733349a86f4b3d 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/4e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/4e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-1.90635e-06,-1.16453e-06,-6.92634e-08,2.23498e-06,-3.47678e+21,1.09245e+09,8.17703e+29,3.16094e+20,6.32188e+20,2.45796e+18,-9.37332e+18,8.41193e+23
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+1.8684e+06,-7.7478e+05,1.4228e+14,nan,nan,nan,1.1657e+21,2.1008e+21,-1.4066e+21,-3.419e+21,1.6375e+09,9580,8.177e+29,3.1609e+20,6.3219e+20,0,-3.0903e+18,-3.6483e+18,3.88e+23,-1.9064e-06,-1.1645e-06,-6.9263e-08
diff --git a/STATISTICS/MASSLOSS_CONTOURS/5e9.csv b/STATISTICS/MASSLOSS_CONTOURS/5e9.csv
index a66c58f48ade5d601047fcb5b8d7fc251f1c94b7..793f0dba8a996595e1efe9b593bf420a8d086191 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/5e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/5e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-2.14879e-06,1.65906e-07,-1.69418e-07,2.16183e-06,-5.4792e+21,1.09257e+09,1.59143e+30,4.9215e+20,9.843e+20,1.51946e+18,-1.42624e+19,1.37577e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+4.4732e+06,-1.5611e+06,1.4369e+14,nan,nan,nan,1.7963e+21,3.2052e+21,-2.2745e+21,-5.389e+21,1.6375e+09,5135.7,1.5914e+30,4.9215e+20,9.843e+20,0,-5.4547e+18,-4.5244e+18,6.4325e+23,-2.1488e-06,1.6591e-07,-1.6942e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/6e9.csv b/STATISTICS/MASSLOSS_CONTOURS/6e9.csv
index 818ab89565de4f21ad3de4af265bbc455c06be49..9ba75428214d54ac93a8cd4840029e454d1f6deb 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/6e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/6e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-3.71444e-06,-1.66077e-06,-5.38619e-07,4.10431e-06,-7.94757e+21,1.09322e+09,2.7435e+30,7.07025e+20,1.41405e+21,2.08931e+19,6.86284e+17,2.04142e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-6.6344e+05,1.0118e+06,1.4452e+14,nan,nan,nan,2.5614e+21,4.5286e+21,-3.3628e+21,-7.8179e+21,1.6377e+09,3122,2.7435e+30,7.0702e+20,1.414e+21,0,-7.1298e+18,1.074e+18,9.5919e+23,-3.7144e-06,-1.6608e-06,-5.3862e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/7e9.csv b/STATISTICS/MASSLOSS_CONTOURS/7e9.csv
index 00a2305430536e08c682d99f23ea2e2794f408d3..09eab8213a4909c73452d97793b390b44e441f09 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/7e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/7e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-4.6981e-06,-2.26848e-06,-4.257e-07,5.23444e-06,-1.0886e+22,1.09355e+09,4.34924e+30,9.60718e+20,1.92144e+21,4.6211e+19,4.51805e+19,2.82446e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-2.0769e+06,2.3648e+06,1.4502e+14,nan,nan,nan,3.4609e+21,6.0669e+21,-4.6756e+21,-1.071e+22,1.638e+09,2062.2,4.3492e+30,9.6072e+20,1.9214e+21,0,-4.8257e+18,4.0111e+17,1.3337e+24,-4.6981e-06,-2.2685e-06,-4.257e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/8e8.csv b/STATISTICS/MASSLOSS_CONTOURS/8e8.csv
index 767d08b6f7ab04c7058ec8d65b711d39a4491342..23f057f51d8f6e0f20ef1cf346886b8bb7902af0 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/8e8.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/8e8.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-2.69299e-07,2.58628e-07,-2.36655e-08,3.74126e-07,-1.29562e+20,8.32284e+08,7.02406e+27,1.35762e+19,2.71524e+19,-3.87138e+17,-2.06984e+18,-7.89288e+21
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-2.2239e+05,-2.2653e+06,8.8179e+13,nan,nan,nan,5.4534e+19,1.0943e+20,-3.675e+19,-1.2765e+20,1.3355e+09,1.1744e+10,7.0241e+27,1.3576e+19,2.7152e+19,0,-3.8489e+16,5.7768e+16,9.9567e+21,-2.693e-07,2.5863e-07,-2.3665e-08
diff --git a/STATISTICS/MASSLOSS_CONTOURS/8e9.csv b/STATISTICS/MASSLOSS_CONTOURS/8e9.csv
index 053260b1a19f50842eb4328f83ab54ed34cbc910..d05ff87ee66084a308d84d1172d1e0ecf9d8a05c 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/8e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/8e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-4.95799e-06,-2.01668e-06,2.03327e-07,5.35631e-06,-1.42978e+22,1.09367e+09,6.48396e+30,1.25323e+21,2.50646e+21,1.29367e+19,1.91934e+18,3.73636e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+-2.0778e+06,2.657e+06,1.4532e+14,nan,nan,nan,4.4949e+21,7.8169e+21,-6.2161e+21,-1.4068e+22,1.6384e+09,1445.2,6.484e+30,1.2532e+21,2.5065e+21,0,-8.2026e+18,-6.9459e+18,1.768e+24,-4.958e-06,-2.0167e-06,2.0333e-07
diff --git a/STATISTICS/MASSLOSS_CONTOURS/9e8.csv b/STATISTICS/MASSLOSS_CONTOURS/9e8.csv
index 04448ac62d96347368629ef2a422f0dacb4efb01..e6b63bfb6e8a3966e3fd87f8b6e7ba1d7d02371e 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/9e8.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/9e8.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-5.56444e-07,-2.47108e-07,-1.18518e-08,6.0896e-07,-1.66057e+20,1.13669e+09,9.90248e+27,1.7013e+19,3.40261e+19,9.38979e+17,1.93485e+18,-1.22795e+22
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+8.0021e+05,-2.4284e+06,1.0135e+14,nan,nan,nan,6.9077e+19,1.3358e+20,-4.8863e+19,-1.6351e+20,1.7132e+09,6.4763e+09,9.9025e+27,1.7013e+19,3.4026e+19,0,-4.7101e+16,3.8488e+16,5.4466e+21,-5.5644e-07,-2.4711e-07,-1.1852e-08
diff --git a/STATISTICS/MASSLOSS_CONTOURS/9e9.csv b/STATISTICS/MASSLOSS_CONTOURS/9e9.csv
index 963d3e7a213dee5623a71a20faf79f3e567b0a03..54a70d3b3e5d756df09f34a6fa823561d5dc90ff 100644
--- a/STATISTICS/MASSLOSS_CONTOURS/9e9.csv
+++ b/STATISTICS/MASSLOSS_CONTOURS/9e9.csv
@@ -1,2 +1,2 @@
-Point ID,Normals_0,Normals_1,Normals_2,Normals_Magnitude,Points_0,Points_1,Points_2,Points_Magnitude,lrho,mom_den,user2,user3,user4,vx,vy,vz
-0,nan,nan,nan,nan,-5.03254e-06,1.52123e-06,7.58178e-07,5.31182e-06,-1.81862e+22,1.09337e+09,9.22297e+30,1.58456e+21,3.16912e+21,3.38582e+19,1.5924e+19,4.76511e+24
+"Bx","By","Bz","Normals:0","Normals:1","Normals:2","lT","lne","lp","lrho","mom_den","user1","user2","user3","user4","user5","vx","vy","vz","Points:0","Points:1","Points:2"
+2.2534e+06,5.2301e+06,1.455e+14,nan,nan,nan,5.6635e+21,9.7755e+21,-7.9873e+21,-1.7895e+22,1.6387e+09,1058.6,9.223e+30,1.5846e+21,3.1691e+21,0,-1.0149e+19,-9.9138e+18,2.2619e+24,-5.0325e-06,1.5212e-06,7.5818e-07
diff --git a/STATISTICS/previous_outline/sim_data_eq.csv b/STATISTICS/previous_outline/sim_data_eq.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dddbf99540aae7d9f00fba43d9debc8d2f2941f0
--- /dev/null
+++ b/STATISTICS/previous_outline/sim_data_eq.csv
@@ -0,0 +1,1002 @@
+"Bx","By","Bz","lT","lne","lp","lrho","user1","user2","user3","user4","user5","vx","vy","vz","vtkValidPointMask","arc_length","Points:0","Points:1","Points:2"
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,0,0,0,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,2.784e+07,0,2.784e+07,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,5.568e+07,0,5.568e+07,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,8.352e+07,0,8.352e+07,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,1.1136e+08,0,1.1136e+08,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,1.392e+08,0,1.392e+08,0
+nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,1.6704e+08,0,1.6704e+08,0
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+2.5381e-10,4.4002e-08,-1.1437e-05,6.9634,11.857,-4.0394,-15.144,1.1253e-09,9.1033e+08,1.5463,1.5217,0,-75.827,-2601.5,1470.5,1,9.4656e+08,0,9.4656e+08,0
+2.6179e-10,3.7106e-08,-9.5093e-06,7.0062,11.796,-4.0579,-15.206,1.0345e-09,9.382e+08,1.5463,1.5217,0,-74.476,-1592,976.47,1,9.744e+08,0,9.744e+08,0
+2.6601e-10,3.3103e-08,-8.2751e-06,7.0121,11.761,-4.0865,-15.24,9.8718e-10,9.6606e+08,1.5463,1.5217,0,-67.635,-34.669,665.11,1,1.0022e+09,0,1.0022e+09,0
+2.6958e-10,2.9592e-08,-7.1591e-06,7.0116,11.732,-4.1167,-15.27,9.472e-10,9.9393e+08,1.5463,1.5217,0,-59.859,1616,384.87,1,1.0301e+09,0,1.0301e+09,0
+2.7023e-10,2.6716e-08,-6.188e-06,7.0055,11.706,-4.148,-15.295,8.1331e-10,1.0218e+09,1.5463,1.5217,0,-49.017,3126.4,168.32,1,1.0579e+09,0,1.0579e+09,0
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diff --git a/STATISTICS/previous_outline/sim_data_polar.csv b/STATISTICS/previous_outline/sim_data_polar.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9a39aa3d4ef5f33f695e7b202207a42126b8b44e
--- /dev/null
+++ b/STATISTICS/previous_outline/sim_data_polar.csv
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diff --git a/STATISTICS/sim_data_eq.csv b/STATISTICS/sim_data_eq.csv
index dddbf99540aae7d9f00fba43d9debc8d2f2941f0..2ec75bb3d941ec3452df0fa9b57b7af1661acc4c 100644
--- a/STATISTICS/sim_data_eq.csv
+++ b/STATISTICS/sim_data_eq.csv
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+8.1443e-12,-3.9819e-10,-8.6018e-11,5.2276,8.8278,-8.8045,-18.174,2.6069e-23,2.7777e+10,1.5463,1.5217,0,82232,4.1311e+05,617.74,1,2.7812e+10,0,2.7812e+10,0
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,2.784e+10,0,2.784e+10,0
diff --git a/STATISTICS/sim_data_polar.csv b/STATISTICS/sim_data_polar.csv
index 9a39aa3d4ef5f33f695e7b202207a42126b8b44e..a73669f9f6ebadca035bf5b2a5abb3926000a50c 100644
--- a/STATISTICS/sim_data_polar.csv
+++ b/STATISTICS/sim_data_polar.csv
@@ -32,971 +32,971 @@ nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,8.0736e+08,0,0,8.0
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,8.352e+08,0,0,8.352e+08
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,8.6304e+08,0,0,8.6304e+08
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,8.9088e+08,0,0,8.9088e+08
--1.2075e-13,4.4096e-08,5.6418e-05,6.3313,11.935,-4.5934,-15.066,3.964e-11,8.8247e+08,-0.024544,1.5217,0,-0.067551,0.095045,1.0478e+05,1,9.1872e+08,0,0,9.1872e+08
--5.0158e-15,4.5677e-08,5.215e-05,6.3905,11.822,-4.6477,-15.18,2.3063e-11,9.1033e+08,-0.024544,1.5217,0,-0.076107,0.097868,1.3757e+05,1,9.4656e+08,0,0,9.4656e+08
-1.1072e-13,4.7259e-08,4.7882e-05,6.4497,11.708,-4.702,-15.293,6.4863e-12,9.382e+08,-0.024544,1.5217,0,-0.084663,0.10069,1.7036e+05,1,9.744e+08,0,0,9.744e+08
-2.6174e-13,4.6825e-08,4.4507e-05,6.4878,11.611,-4.7615,-15.391,3.0551e-12,9.6606e+08,-0.024544,1.5217,0,-0.084024,0.11466,2.0321e+05,1,1.0022e+09,0,0,1.0022e+09
-4.1877e-13,4.6048e-08,4.1285e-05,6.5223,11.516,-4.8219,-15.486,1.864e-12,9.9393e+08,-0.024544,1.5217,0,-0.081818,0.13052,2.3608e+05,1,1.0301e+09,0,0,1.0301e+09
-5.484e-13,4.5059e-08,3.8296e-05,6.5515,11.428,-4.8808,-15.574,9.7158e-13,1.0218e+09,-0.024544,1.5217,0,-0.078212,0.15076,2.6734e+05,1,1.0579e+09,0,0,1.0579e+09
-6.1854e-13,4.3608e-08,3.5816e-05,6.5695,11.354,-4.9364,-15.648,7.2794e-13,1.0496e+09,-0.024544,1.5217,0,-0.071569,0.1805,2.9511e+05,1,1.0858e+09,0,0,1.0858e+09
-6.8868e-13,4.2157e-08,3.3335e-05,6.5874,11.281,-4.992,-15.721,4.843e-13,1.0775e+09,-0.024544,1.5217,0,-0.064926,0.21024,3.2287e+05,1,1.1136e+09,0,0,1.1136e+09
-7.0322e-13,4.0439e-08,3.127e-05,6.5988,11.22,-5.0413,-15.782,3.6557e-13,1.1054e+09,-0.024544,1.5217,0,-0.057755,0.24209,3.4606e+05,1,1.1414e+09,0,0,1.1414e+09
-7.0174e-13,3.8644e-08,2.9324e-05,6.6084,11.163,-5.0887,-15.839,2.8286e-13,1.1332e+09,-0.024544,1.5217,0,-0.050433,0.27455,3.6793e+05,1,1.1693e+09,0,0,1.1693e+09
-6.8329e-13,3.6844e-08,2.7473e-05,6.6171,11.109,-5.1343,-15.893,2.1105e-13,1.1611e+09,-0.024544,1.5217,0,-0.043258,0.30458,3.887e+05,1,1.1971e+09,0,0,1.1971e+09
-6.1026e-13,3.5024e-08,2.5922e-05,6.623,11.063,-5.1742,-15.939,1.743e-13,1.1889e+09,-0.024544,1.5217,0,-0.036562,0.32678,4.0591e+05,1,1.225e+09,0,0,1.225e+09
-5.3723e-13,3.3205e-08,2.437e-05,6.6289,11.017,-5.2141,-15.985,1.3756e-13,1.2168e+09,-0.024544,1.5217,0,-0.029865,0.34898,4.2312e+05,1,1.2528e+09,0,0,1.2528e+09
-4.2601e-13,3.1481e-08,2.3027e-05,6.6339,10.976,-5.25,-16.026,1.132e-13,1.2446e+09,-0.024544,1.5217,0,-0.022613,0.35329,4.3811e+05,1,1.2806e+09,0,0,1.2806e+09
-2.9827e-13,2.9799e-08,2.1772e-05,6.6383,10.937,-5.2842,-16.064,9.42e-14,1.2725e+09,-0.024544,1.5217,0,-0.01512,0.34987,4.5213e+05,1,1.3085e+09,0,0,1.3085e+09
-1.7308e-13,2.8145e-08,2.0554e-05,6.6427,10.899,-5.3177,-16.102,7.6504e-14,1.3004e+09,-0.024544,1.5217,0,-0.0079734,0.34131,4.6584e+05,1,1.3363e+09,0,0,1.3363e+09
-6.1367e-14,2.6642e-08,1.9527e-05,6.6466,10.865,-5.348,-16.136,6.5708e-14,1.3282e+09,-0.024544,1.5217,0,-0.0026622,0.30553,4.7789e+05,1,1.3642e+09,0,0,1.3642e+09
--5.0342e-14,2.5139e-08,1.85e-05,6.6505,10.831,-5.3782,-16.17,5.4911e-14,1.3561e+09,-0.024544,1.5217,0,0.002649,0.26976,4.8994e+05,1,1.392e+09,0,0,1.392e+09
--1.2953e-13,2.3758e-08,1.7582e-05,6.6541,10.799,-5.407,-16.203,4.6743e-14,1.3839e+09,-0.024544,1.5217,0,0.010466,0.23025,5.0138e+05,1,1.4198e+09,0,0,1.4198e+09
--1.8876e-13,2.2453e-08,1.6732e-05,6.6574,10.768,-5.435,-16.234,4.0185e-14,1.4118e+09,-0.024544,1.5217,0,0.019819,0.18845,5.1245e+05,1,1.4477e+09,0,0,1.4477e+09
--2.411e-13,2.1164e-08,1.5893e-05,6.6606,10.736,-5.4629,-16.265,3.3818e-14,1.4396e+09,-0.024544,1.5217,0,0.027043,0.14753,5.2349e+05,1,1.4755e+09,0,0,1.4755e+09
--2.1492e-13,2.0073e-08,1.5182e-05,6.662,10.707,-5.4906,-16.294,2.9625e-14,1.4675e+09,-0.024544,1.5217,0,0.010037,0.11661,5.3431e+05,1,1.5034e+09,0,0,1.5034e+09
--1.8874e-13,1.8983e-08,1.4471e-05,6.6635,10.678,-5.5184,-16.324,2.5432e-14,1.4953e+09,-0.024544,1.5217,0,-0.0069681,0.085692,5.4512e+05,1,1.5312e+09,0,0,1.5312e+09
--1.6496e-13,1.7989e-08,1.3821e-05,6.6624,10.65,-5.5476,-16.352,2.2011e-14,1.5232e+09,-0.024544,1.5217,0,-0.023075,0.058601,5.5585e+05,1,1.559e+09,0,0,1.559e+09
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--1.2177e-13,1.6168e-08,1.2624e-05,6.6559,10.595,-5.6087,-16.406,1.648e-14,1.5789e+09,-0.024544,1.5217,0,-0.053677,0.010966,5.7716e+05,1,1.6147e+09,0,0,1.6147e+09
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+-3.975e-15,-4.7788e-11,3.2195e-08,5.6769,8.1932,-8.9898,-18.808,7.9117e-21,2.7443e+10,-0.024544,1.5217,0,0.014538,-0.01266,6.5159e+05,1,2.7478e+10,0,0,2.7478e+10
+-4.3779e-15,-4.7738e-11,3.213e-08,5.6768,8.1923,-8.9908,-18.809,7.8755e-21,2.7471e+10,-0.024544,1.5217,0,0.015047,-0.013448,6.5162e+05,1,2.7506e+10,0,0,2.7506e+10
+-4.7971e-15,-4.7687e-11,3.2066e-08,5.6767,8.1914,-8.9918,-18.81,7.8395e-21,2.7498e+10,-0.024544,1.5217,0,0.015517,-0.014311,6.5164e+05,1,2.7534e+10,0,0,2.7534e+10
+-5.2205e-15,-4.7636e-11,3.2002e-08,5.6766,8.1905,-8.9928,-18.811,7.8036e-21,2.7526e+10,-0.024544,1.5217,0,0.015948,-0.015202,6.5166e+05,1,2.7562e+10,0,0,2.7562e+10
+-5.6667e-15,-4.7584e-11,3.1938e-08,5.6765,8.1896,-8.9938,-18.812,7.7682e-21,2.7554e+10,-0.024544,1.5217,0,0.01617,-0.016242,6.5168e+05,1,2.7589e+10,0,0,2.7589e+10
+-6.1128e-15,-4.7532e-11,3.1874e-08,5.6764,8.1887,-8.9948,-18.813,7.7329e-21,2.7582e+10,-0.024544,1.5217,0,0.016391,-0.017283,6.5171e+05,1,2.7617e+10,0,0,2.7617e+10
+-6.5247e-15,-4.7481e-11,3.1811e-08,5.6762,8.1879,-8.9958,-18.814,7.6974e-21,2.761e+10,-0.024544,1.5217,0,0.016422,-0.018353,6.5173e+05,1,2.7645e+10,0,0,2.7645e+10
+-6.9155e-15,-4.7429e-11,3.1747e-08,5.6761,8.187,-8.9968,-18.815,7.6618e-21,2.7638e+10,-0.024544,1.5217,0,0.016334,-0.01944,6.5175e+05,1,2.7673e+10,0,0,2.7673e+10
+-7.2988e-15,-4.7377e-11,3.1684e-08,5.676,8.1862,-8.9978,-18.815,7.6265e-21,2.7665e+10,-0.024544,1.5217,0,0.01619,-0.020563,6.5177e+05,1,2.7701e+10,0,0,2.7701e+10
+-7.595e-15,-4.7312e-11,3.1621e-08,5.6759,8.1851,-8.999,-18.817,7.5964e-21,2.7693e+10,-0.024544,1.5217,0,0.015373,-0.022099,6.518e+05,1,2.7729e+10,0,0,2.7729e+10
+-7.8912e-15,-4.7246e-11,3.1558e-08,5.6757,8.184,-9.0002,-18.818,7.5662e-21,2.7721e+10,-0.024544,1.5217,0,0.014556,-0.023635,6.5183e+05,1,2.7756e+10,0,0,2.7756e+10
+-8.0991e-15,-4.7195e-11,3.1496e-08,5.6756,8.1831,-9.0012,-18.818,7.532e-21,2.7749e+10,-0.024544,1.5217,0,0.013801,-0.024884,6.5185e+05,1,2.7784e+10,0,0,2.7784e+10
+-8.2316e-15,-4.7155e-11,3.1433e-08,5.6755,8.1824,-9.002,-18.819,7.4942e-21,2.7777e+10,-0.024544,1.5217,0,0.013099,-0.025887,6.5187e+05,1,2.7812e+10,0,0,2.7812e+10
+-8.3641e-15,-4.7115e-11,3.1371e-08,5.6754,8.1817,-9.0028,-18.82,7.4564e-21,2.7805e+10,-0.024544,1.5217,0,0.012397,-0.02689,6.5189e+05,1,2.784e+10,0,0,2.784e+10
diff --git a/data_eval.py b/data_eval.py
index 89669bfea9514022a11de835243f3284e0798e5b..b1c38b984cf800cbeb9f7a6edab1d129673a0f26 100644
--- a/data_eval.py
+++ b/data_eval.py
@@ -21,6 +21,7 @@ ENCOUNTER_NUM = ["encounter_7", "encounter_8", "encounter_9"]
# SIZE OF DISTANCE BINS IN RSOL
DISTANCE_BIN_SIZE = float(sys.argv[1])
DATA_ROOT = f"{sys.path[0]}/DATA"
+PLOT_ROOT = f"{sys.path[0]}/PLOTS"
STAT_DIR = f"{sys.path[0]}/STATISTICS/BINNED_DATA"
# SANITY CHECK: Does the data directory even exist?
@@ -56,7 +57,7 @@ def main():
print(f"\n{data_location} IS NOT A VALID DIRECTORY!\n")
sys.exit(0)
- # Generate sub-total arrays for encounters individually
+ # Generate subtotal arrays for encounters individually
r_file = vr_file = temp_file = np_file = np.array([])
# Specifically for heliolatitude and epoch
@@ -140,6 +141,10 @@ def main():
# binned data values before starting to save files from a new run.
for file in sorted(os.listdir(STAT_DIR)):
os.remove(f"{STAT_DIR}/{file}")
+
+ # Set up the two parameters for the data points plot below
+ num_points = []
+ dist_index = []
# Create a loop for all sub-arrays, and "continue" if the index
# array is empty
@@ -178,6 +183,14 @@ def main():
for i in range(sub_len):
f.write(f"{binned_r[i]}\t {binned_vr[i]}\t "
f"{binned_np[i]}\t {binned_temp[i]}\n")
+
+ # Append to parameters for plot below
+ num_points += [len(binned_r)]
+ dist_index += [float(name_append_list[1]) - DISTANCE_BIN_SIZE / 2]
+
+ # THIS RUNS AFTER THE BIN LOOP!
+ # Plot a simple scatter plot with # of data points per bin
+ gp.bin_analysis(PLOT_ROOT, num_points, dist_index)
if __name__ == "__main__":
diff --git a/ingress_egress.py b/ingress_egress.py
index 94ab1d20006c82912aecf03fa54618594267cc88..8392e801904159a60fed58b529940dd006a983d8 100644
--- a/ingress_egress.py
+++ b/ingress_egress.py
@@ -163,7 +163,7 @@ def orbit_plots(folder: str) -> None:
plot_stats(ax_t_com[1], stat_data, "temp")
# Finalize and save individual plots
- ax_vr.legend()
+ ax_vr.legend(ncol=3)
plt.tight_layout()
fig_vr.savefig(f"{PLOT_SAVE_DIR}/PSP_AR_RadialVelocity.eps")