diff --git a/EXECUTE_LOG.dat b/EXECUTE_LOG.dat
new file mode 100644
index 0000000000000000000000000000000000000000..bae8c33c924cf9f273291c861ed088f505876c58
--- /dev/null
+++ b/EXECUTE_LOG.dat
@@ -0,0 +1,20 @@
+Logging execution of calculation routine.
+
+For encounter_7:
+Total number before reduction = 1.77955e+06
+
+For encounter_7:
+Total number of data points = 5.62356e+05
+
+For encounter_8:
+Total number before reduction = 1.63703e+06
+
+For encounter_8:
+Total number of data points = 6.93483e+05
+
+For encounter_9:
+Total number before reduction = 1.44331e+06
+
+For encounter_9:
+Total number of data points = 5.11907e+05
+
diff --git a/MODULES/Miscellaneous/__init__.py b/MODULES/Miscellaneous/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/MODULES/Miscellaneous/__pycache__/__init__.cpython-38.pyc b/MODULES/Miscellaneous/__pycache__/__init__.cpython-38.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ee6e91a1805afe4b26d4f91cf9c2921535a0792e
Binary files /dev/null and b/MODULES/Miscellaneous/__pycache__/__init__.cpython-38.pyc differ
diff --git a/MODULES/Miscellaneous/__pycache__/write_log.cpython-38.pyc b/MODULES/Miscellaneous/__pycache__/write_log.cpython-38.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..79c064ee9da8ec2e9ba0ca56eb78a9632fa393a5
Binary files /dev/null and b/MODULES/Miscellaneous/__pycache__/write_log.cpython-38.pyc differ
diff --git a/MODULES/Miscellaneous/write_log.py b/MODULES/Miscellaneous/write_log.py
new file mode 100644
index 0000000000000000000000000000000000000000..223efda94d0dd91eb27d30a268b70781599f9351
--- /dev/null
+++ b/MODULES/Miscellaneous/write_log.py
@@ -0,0 +1,30 @@
+import sys
+import os
+
+# GLOBALS
+FILE_NAME = f"{sys.path[0]}/EXECUTE_LOG.dat"
+
+
+def start_log():
+ """Start the log-file"""
+ with open(FILE_NAME, "w") as f:
+ f.write("Logging execution of calculation routine.\n\n")
+
+
+def append_raw_data(enc_numb, raw_array):
+ """Append length before reduction for reference"""
+ data_points = len(raw_array)
+
+ with open(FILE_NAME, "a") as f:
+ f.write(f"For {enc_numb}: \n"
+ f"Total number before reduction = {data_points:.5e}\n\n")
+
+
+def append_encounter_data(enc_numb, measurement_array):
+ """Write length of the array as # of data points"""
+ data_points = len(measurement_array)
+
+ with open(FILE_NAME, "a") as f:
+ f.write(f"For {enc_numb}: \n"
+ f"Total number of data points = {data_points:.5e}\n\n")
+
\ No newline at end of file
diff --git a/MODULES/PSPops/__pycache__/data_transformation.cpython-38.pyc b/MODULES/PSPops/__pycache__/data_transformation.cpython-38.pyc
index 6502083b3ed0d20a2241956547c81fdc0ca881fc..5b36bc0f387dc204cfbca51b28f9bbbd714056fa 100644
Binary files a/MODULES/PSPops/__pycache__/data_transformation.cpython-38.pyc and b/MODULES/PSPops/__pycache__/data_transformation.cpython-38.pyc differ
diff --git a/MODULES/PSPops/data_transformation.py b/MODULES/PSPops/data_transformation.py
index 32d0da98ecae04dd643c2651ec83f9dd740793b9..72336963013310102bc779164b188b4ca9d21d13 100644
--- a/MODULES/PSPops/data_transformation.py
+++ b/MODULES/PSPops/data_transformation.py
@@ -52,6 +52,10 @@ def abs_to_rel_time(epoch_array: np.ndarray) -> np.ndarray:
start = epoch_array[0]
end = epoch_array[-1]
+ if len(epoch_array) == 1:
+ print("Oi oi, what's goin' on 'ere?")
+ return np.array([0])
+
rel_array = (epoch_array - start) / (end - start)
return rel_array
diff --git a/MODULES/Plotting/__pycache__/comp_plotset.cpython-38.pyc b/MODULES/Plotting/__pycache__/comp_plotset.cpython-38.pyc
index fada513745c77668f31f73c81feadc534a0072a5..10c4fb56251b40a2655827254d55c3c55e22b4a1 100644
Binary files a/MODULES/Plotting/__pycache__/comp_plotset.cpython-38.pyc and b/MODULES/Plotting/__pycache__/comp_plotset.cpython-38.pyc differ
diff --git a/MODULES/Plotting/__pycache__/general_plotset.cpython-38.pyc b/MODULES/Plotting/__pycache__/general_plotset.cpython-38.pyc
index 9db549ec3996e130a375fb0735f55e7fe5badcca..c94825d8bfca2c19e434ca8ad1b786000866c798 100644
Binary files a/MODULES/Plotting/__pycache__/general_plotset.cpython-38.pyc and b/MODULES/Plotting/__pycache__/general_plotset.cpython-38.pyc differ
diff --git a/MODULES/Plotting/__pycache__/obs_plotset.cpython-38.pyc b/MODULES/Plotting/__pycache__/obs_plotset.cpython-38.pyc
index 81c7a7a9346919e82e426db09a2efc637c915dc8..8c776f2f7b15a524b72cd8713dda0eddf29e36fb 100644
Binary files a/MODULES/Plotting/__pycache__/obs_plotset.cpython-38.pyc and b/MODULES/Plotting/__pycache__/obs_plotset.cpython-38.pyc differ
diff --git a/MODULES/Plotting/comp_plotset.py b/MODULES/Plotting/comp_plotset.py
index d59daf2f45134cb87766d586cfa6cc580bcf5108..5c498b1e6bcafa1ef1d1ff091c9438c0b0886665 100644
--- a/MODULES/Plotting/comp_plotset.py
+++ b/MODULES/Plotting/comp_plotset.py
@@ -1,5 +1,11 @@
import matplotlib.pyplot as plt
+# GLOBALS (FOR PLOT UNITY)
+COLOR_EQ = "black"
+COLOR_POL = "darkred"
+COLOR_OBS = "tab:blue"
+COLOR_STDDEV = "lightblue"
+
def plot_setup(indicator: str):
"""General plot setup (x-label and size)"""
@@ -29,15 +35,15 @@ def plot_setup(indicator: str):
)
elif indicator == "massloss":
ax.set(
- ylabel="ML [M$_\\odot$ yr$^{-1}$]",
+ ylabel="$\dot{M}$ [M$_\\odot$ yr$^{-1}$]",
yscale="log"
)
elif indicator == "rampressure":
ax.set(
- ylabel="RP",
+ ylabel="P$_{ram}$ [Pa]",
yscale="log"
)
-
+
return fig, ax
@@ -61,12 +67,14 @@ def comparison_plot(indicator: str, obs_data,
y_data,
label="PSP",
lw=1.5,
+ c=COLOR_OBS,
zorder=4)
# Observational data (shaded area)
ax.fill_between(obs_data.dist,
y1=y_data - y_area,
y2=y_data + y_area,
+ color=COLOR_STDDEV,
alpha=0.5,
zorder=3)
@@ -75,7 +83,7 @@ def comparison_plot(indicator: str, obs_data,
getattr(sim_data_eq, indicator),
label="Equatorial",
lw=2.5,
- c="tab:green",
+ c=COLOR_EQ,
zorder=5)
# Simulated data (polar)
@@ -84,12 +92,198 @@ def comparison_plot(indicator: str, obs_data,
label="Polar",
lw=2.5,
ls="--",
- c="tab:red",
+ c=COLOR_POL,
zorder=5)
ax.legend()
plt.tight_layout()
- plt.savefig(f"{save_dir}/{indicator}_comparison.jpg", dpi=300)
plt.savefig(f"{save_dir}/{indicator}_comparison.eps")
plt.close()
-
\ No newline at end of file
+
+
+def paper_plot_mlrp(obs_data, simdata_eq, simdata_pol, mli_dist, mli_ml,
+ save_dir):
+ """Specific plotting setup for paper"""
+ fig, (ax_ml, ax_rp) = plt.subplots(2, 1, figsize=(6, 8))
+
+ # MASS LOSS RATE
+ ax_ml.set(ylabel="$\dot{M}$ [M$_\\odot$ yr$^{-1}$]",
+ yscale="log", ylim=(1e-15, 4e-13))
+ plt.setp(ax_ml.get_xticklabels(), visible=False)
+
+ # OBSERVATIONAL DATA
+ ml_data = obs_data.massloss.mean
+ ml_unce = obs_data.massloss.stddev
+
+ # Central line
+ ax_ml.plot(obs_data.dist, ml_data,
+ label="PSP",
+ lw=1.5,
+ zorder=4,
+ c=COLOR_OBS)
+ # Shaded area
+ ax_ml.fill_between(obs_data.dist,
+ y1=ml_data - ml_unce,
+ y2=ml_data + ml_unce,
+ color=COLOR_STDDEV,
+ zorder=3)
+
+ # Simulated data (equatorial)
+ ax_ml.plot(simdata_eq.dist, simdata_eq.massloss,
+ label="Equatorial",
+ lw=2.5,
+ c=COLOR_EQ,
+ zorder=5)
+
+ # Simulated data (surface integral)
+ ax_ml.plot(mli_dist, mli_ml,
+ label="Surface Integral",
+ lw=2.5,
+ ls="-.",
+ c="darkgreen",
+ zorder=5)
+
+ ax_ml.legend()
+
+ ###################################################################
+ # RAM PRESSURE
+ ax_rp.set(xlabel="Distance [R$_\\odot$]",
+ ylabel="P$_{ram}$ [Pa]",
+ yscale="log", ylim=(1e-8, 4e-5))
+
+ # OBSERVATIONAL DATA
+ rp_data = obs_data.rampressure.mean
+ rp_unce = obs_data.rampressure.stddev
+
+ # Central line
+ ax_rp.plot(obs_data.dist, rp_data,
+ label="PSP",
+ lw=1.5,
+ zorder=4,
+ c=COLOR_OBS)
+ # Shaded area
+ ax_rp.fill_between(obs_data.dist,
+ y1=rp_data - rp_unce,
+ y2=rp_data + rp_unce,
+ color=COLOR_STDDEV,
+ zorder=3)
+
+ # Simulated data (equatorial)
+ ax_rp.plot(simdata_eq.dist, simdata_eq.rampressure,
+ label="Equatorial",
+ lw=2.5,
+ c=COLOR_EQ,
+ zorder=5)
+
+ # Simulated data (polar)
+ ax_rp.plot(simdata_pol.dist, simdata_pol.rampressure,
+ label="Polar",
+ lw=2.5,
+ ls="--",
+ c=COLOR_POL,
+ zorder=5)
+
+ ax_rp.legend()
+ plt.tight_layout()
+ plt.savefig(f"{save_dir}/MLRP_comparison.eps")
+ plt.close()
+
+
+def bin_meas_numb(psp_data, save_dir):
+ """Simple plot comparing data point number in each bin"""
+ fig, ax = plt.subplots(figsize=(4, 3))
+
+ ax.scatter(psp_data.dist, psp_data.num_meas,
+ c="black", s=5)
+ ax.set(xlabel="Distance [R$_\\odot$]",
+ ylabel="Number of measurements",
+ yscale="log")
+
+ plt.tight_layout()
+ plt.savefig(f"{save_dir}/bin_meas_comp.eps")
+
+
+def paper_npT_com(obs_data, simdata_eq, simdata_pol, save_dir):
+ fig, (ax_np, ax_T) = plt.subplots(2, 1, figsize=(6, 8))
+
+ # NUMBER DENSITY
+ ax_np.set(ylabel="n$_p$ [cm$^{-3}$]",
+ yscale="log")
+ plt.setp(ax_np.get_xticklabels(), visible=False)
+
+ # OBSERVATIONAL DATA
+ np_data = obs_data.np.mean
+ np_unce = obs_data.np.stddev
+
+ # Central line
+ ax_np.plot(obs_data.dist, np_data,
+ label="PSP",
+ lw=1.5,
+ zorder=4,
+ c=COLOR_OBS)
+ # Shaded area
+ ax_np.fill_between(obs_data.dist,
+ y1=np_data - np_unce,
+ y2=np_data + np_unce,
+ color=COLOR_STDDEV,
+ zorder=3)
+
+ # Simulated data (equatorial)
+ ax_np.plot(simdata_eq.dist, simdata_eq.np,
+ label="Equatorial",
+ lw=2.5,
+ c=COLOR_EQ,
+ zorder=5)
+
+ # Simulated data (polar)
+ ax_np.plot(simdata_pol.dist, simdata_pol.np,
+ label="Polar",
+ lw=2.5,
+ ls="--",
+ c=COLOR_POL,
+ zorder=5)
+
+ ax_np.legend()
+
+ ###################################################################
+ # TEMPERATURE
+ ax_T.set(xlabel="Distance [R$_\\odot$]",
+ ylabel="T [K]",
+ yscale="log")
+
+ # OBSERVATIONAL DATA
+ T_data = obs_data.T.mean
+ T_unce = obs_data.T.stddev
+
+ # Central line
+ ax_T.plot(obs_data.dist, T_data,
+ label="PSP",
+ lw=1.5,
+ zorder=4,
+ c=COLOR_OBS)
+ # Shaded area
+ ax_T.fill_between(obs_data.dist,
+ y1=T_data - T_unce,
+ y2=T_data + T_unce,
+ color=COLOR_STDDEV,
+ zorder=3)
+
+ # Simulated data (equatorial)
+ ax_T.plot(simdata_eq.dist, simdata_eq.T,
+ label="Equatorial",
+ lw=2.5,
+ c=COLOR_EQ,
+ zorder=5)
+
+ # Simulated data (polar)
+ ax_T.plot(simdata_pol.dist, simdata_pol.T,
+ label="Polar",
+ lw=2.5,
+ ls="--",
+ c=COLOR_POL,
+ zorder=5)
+
+ ax_T.legend()
+ plt.tight_layout()
+ plt.savefig(f"{save_dir}/npT_comparison.eps")
+ plt.close()
diff --git a/MODULES/Plotting/general_plotset.py b/MODULES/Plotting/general_plotset.py
index c09bc2a49309f1f37aebdd1471aa1852d7ae8ff4..a6a2ab8177695769f62f869a1130ad48c0a6285e 100644
--- a/MODULES/Plotting/general_plotset.py
+++ b/MODULES/Plotting/general_plotset.py
@@ -1,4 +1,5 @@
import matplotlib as mpl
+import matplotlib.pyplot as plt
def rc_setup():
@@ -17,6 +18,15 @@ def rc_setup():
mpl.rcParams["ytick.minor.visible"] = "True"
mpl.rcParams["ytick.right"] = "True"
- mpl.rcParams["axes.grid"] = "True"
+ mpl.rcParams["axes.grid"] = "False"
mpl.rcParams["axes.linewidth"] = 1.5
mpl.rcParams["axes.labelsize"] = "large"
+
+ mpl.rcParams["legend.frameon"] = "False"
+
+
+def bin_analyses(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)
diff --git a/MODULES/Plotting/obs_plotset.py b/MODULES/Plotting/obs_plotset.py
index 48a7666cf36ffdce5d0d996ec6370382927eb316..9c90e58818ef67190b077f7ee002fdc9fb9534ad 100644
--- a/MODULES/Plotting/obs_plotset.py
+++ b/MODULES/Plotting/obs_plotset.py
@@ -14,19 +14,19 @@ def plot_setup(indicator: str):
if indicator == "Radial velocity":
ax.set(
- ylabel="Radial velocity [km s$^{-1}$]",
+ ylabel="v$_r$ [km s$^{-1}$]",
ylim=(0, 700)
)
elif indicator == "Density":
ax.set(
- ylabel="Number density [cm$^{-3}$]",
+ ylabel="n$_p$ [cm$^{-3}$]",
ylim=(10, 10 ** 4), yscale="log"
)
elif indicator == "Temperature":
ax.set(
- ylabel="Temperature [K]",
+ ylabel="T [K]",
ylim=(10 ** 4, 10 ** 6), yscale="log"
)
return fig, ax
@@ -116,25 +116,24 @@ def plot_finals(stat_data, key_name, save_dir):
fig, ax = plot_setup("Temperature")
ax.plot(stat_data["r"], stat_data[key_name]["mean"],
- lw=2, color="darkgreen")
+ lw=2, color="tab:blue", label="Mean")
ax.fill_between(
x=stat_data["r"],
y1=stat_data[key_name]["mean"] - stat_data[key_name]["stddev"],
y2=stat_data[key_name]["mean"] + stat_data[key_name]["stddev"],
- color="tab:green", alpha=0.5)
+ color="lightblue", label="1$\sigma$")
+
+ plt.legend()
if key_name == "vr":
- ax.set(title=f"MEAN and STDDEV of RADIAL VELOCITY")
- plt.savefig(f"{save_dir}/RadialVelocity_MEAN.png")
+ plt.savefig(f"{save_dir}/RadialVelocity_MEAN.eps")
elif key_name == "rho":
- ax.set(title=f"MEAN and STDDEV of NUMBER DENSITY")
- plt.savefig(f"{save_dir}/NumberDensity_MEAN.png")
+ plt.savefig(f"{save_dir}/NumberDensity_MEAN.eps")
elif key_name == "temp":
- ax.set(title=f"MEAN and STDDEV of TEMPERATURE")
- plt.savefig(f"{save_dir}/Temperature_MEAN.png")
+ plt.savefig(f"{save_dir}/Temperature_MEAN.eps")
plt.close()
@@ -159,15 +158,12 @@ def plot_finals(stat_data, key_name, save_dir):
color="lightcoral", alpha=0.5)
if key_name == "vr":
- ax.set(title=f"MEDIAN and Q1/Q3 of RADIAL VELOCITY")
plt.savefig(f"{save_dir}/RadialVelocity_MEDIAN.png")
elif key_name == "rho":
- ax.set(title=f"MEDIAN and Q1/Q3 of NUMBER DENSITY")
plt.savefig(f"{save_dir}/NumberDensity_MEDIAN.png")
elif key_name == "temp":
- ax.set(title=f"MEDIAN and Q1/Q3 of TEMPERATURE")
plt.savefig(f"{save_dir}/Temperature_MEDIAN.png")
plt.close()
diff --git a/MODULES/Statistics/__pycache__/data_read.cpython-38.pyc b/MODULES/Statistics/__pycache__/data_read.cpython-38.pyc
index 2be4bc4df3cb3b9a7da58670ab20fa6a9d0ea904..b7034d21bf64cacee0c1e9ace0915efd9cf921fe 100644
Binary files a/MODULES/Statistics/__pycache__/data_read.cpython-38.pyc and b/MODULES/Statistics/__pycache__/data_read.cpython-38.pyc differ
diff --git a/MODULES/Statistics/data_read.py b/MODULES/Statistics/data_read.py
index 340aa6cd7d35e4a1dcc81188192437d81b3fb51f..c203af33df869d0f685a041fe4512d1ed612ebc1 100644
--- a/MODULES/Statistics/data_read.py
+++ b/MODULES/Statistics/data_read.py
@@ -1,3 +1,4 @@
+import os
import numpy as np
import astropy.constants as c
@@ -12,6 +13,7 @@ class PSPStatData:
# Positional data
self.dist = raw_data[:, 0]
+ self.num_meas = raw_data[:, 16]
# Create sub-classes which contain necessary stat data
self.vr = StatDataSplit(raw_data, 1)
@@ -135,4 +137,33 @@ def massloss(distance, velocity, density):
ml = 4 * np.pi * distance ** 2 * velocity * density
return ml / c.M_sun.value * (3600 * 24 * 365)
+
+
+def massloss_interpolate(directory):
+ """Read in individual mass loss contour files"""
+ distance_values = np.array([])
+ massloss_values = np.array([])
+
+ for file in os.listdir(directory):
+ # Cut-off ".csv"
+ distance = float(file[:-4]) / c.R_sun.value
+
+ mom_den = massloss_from_contour(f"{directory}/{file}")
+ mass_loss = mom_den * 31557600 / c.M_sun.value
+
+ distance_values = np.append(distance_values, distance)
+ massloss_values = np.append(massloss_values, mass_loss)
+
+ return distance_values, massloss_values
+
+
+def massloss_from_contour(filename):
+ """DOC!!!"""
+ #print("\n\nWARNING: CONTOUR MASS LOSS INTEGRATION DONE VERY HASTILY,"
+ # "KEEP IN MIND THAT IT IS NOT DYNAMIC FOR CELL SKIPPING!!\n\n")
+
+ raw_data = np.loadtxt(filename, skiprows=1, delimiter=",")
+
+ return raw_data[10]
+
\ No newline at end of file
diff --git a/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps b/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps
index 83e6172ad3ab2e885c52e55bec1386b7758938cf..fd2439de3627f84a73786df107f90515e0c76ccf 100644
--- a/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps
+++ b/PLOTS/ApproachRecessionPlots/PSP_AR_Density.eps
@@ -1,13 +1,13 @@
%!PS-Adobe-3.0 EPSF-3.0
%%Title: PSP_AR_Density.eps
%%Creator: Matplotlib v3.5.1, https://matplotlib.org/
-%%CreationDate: Mon Jul 4 11:26:54 2022
+%%CreationDate: Sat Jul 23 12:23:31 2022
%%Orientation: portrait
%%BoundingBox: 90 252 522 540
%%HiResBoundingBox: 90.000000 252.000000 522.000000 540.000000
%%EndComments
%%BeginProlog
-/mpldict 11 dict def
+/mpldict 12 dict def
mpldict begin
/_d { bind def } bind def
/m { moveto } _d
@@ -37,8 +37,8 @@ mpldict begin
/FontMatrix [0.00048828125 0 0 0.00048828125 0 0] def
/FontBBox [-2090 -948 3673 2524] def
/FontType 3 def
-/Encoding [/minus /uni2299 /space /hyphen /zero /one /two /three /four /five /seven /eight /nine /D /E /N /R /bracketleft /bracketright /a /b /c /d /e /g /i /m /n /r /s /t /u /y] def
-/CharStrings 34 dict dup begin
+/Encoding [/minus /uni2299 /space /hyphen /zero /one /two /three /four /five /seven /eight /nine /D /E /R /bracketleft /bracketright /a /c /e /g /i /m /n /s /t] def
+/CharStrings 28 dict dup begin
/.notdef 0 def
/minus{1716 0 217 557 1499 727 sc
217 727 m
@@ -360,20 +360,6 @@ ce} _d
201 0 l
201 1493 l
-ce} _d
-/N{1532 0 201 0 1331 1493 sc
-201 1493 m
-473 1493 l
-1135 244 l
-1135 1493 l
-1331 1493 l
-1331 0 l
-1059 0 l
-397 1249 l
-397 0 l
-201 0 l
-201 1493 l
-
ce} _d
/R{1423 0 201 0 1364 1493 sc
909 700 m
@@ -461,33 +447,6 @@ ce} _d
748 1147 869 1105 949 1021 c
1029 937 1069 810 1069 639 c
-ce} _d
-/b{1300 0 186 -29 1188 1556 sc
-997 559 m
-997 694 969 800 913 877 c
-858 954 781 993 684 993 c
-587 993 510 954 454 877 c
-399 800 371 694 371 559 c
-371 424 399 317 454 240 c
-510 163 587 125 684 125 c
-781 125 858 163 913 240 c
-969 317 997 424 997 559 c
-
-371 950 m
-410 1017 458 1066 517 1098 c
-576 1131 647 1147 729 1147 c
-865 1147 975 1093 1060 985 c
-1145 877 1188 735 1188 559 c
-1188 383 1145 241 1060 133 c
-975 25 865 -29 729 -29 c
-647 -29 576 -13 517 19 c
-458 52 410 101 371 168 c
-371 0 l
-186 0 l
-186 1556 l
-371 1556 l
-371 950 l
-
ce} _d
/c{1126 0 113 -29 999 1147 sc
999 1077 m
@@ -510,33 +469,6 @@ ce} _d
733 1147 788 1141 842 1129 c
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diff --git a/PLOTS/ObsDataPlots/Temperature_MEAN.png b/PLOTS/ObsDataPlots/Temperature_MEAN.png
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-40.0-40.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-40.0-40.1.dat
index d73fd39a01698fe0e0dffe77e86f03c8961c27cd..6e912cbfbad7a8b9e6b921f0e928c42eeb85083c 100644
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-40.1-40.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-40.1-40.2.dat
index 23722b3891fbc32d5bf221c49670fd1feeb7a3ce..402b316be1b70777a6208c171e5de0cbd330c95d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-40.1-40.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-40.1-40.2.dat
@@ -4231,6 +4231,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-40.3-40.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-40.3-40.4.dat
index 168e6a822752c32838a6d7c0ab5a46ce9012c16a..1810e9d51680b8a79221284f7d878fcdca84fc7a 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-40.3-40.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-40.3-40.4.dat
@@ -5309,5 +5309,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-41.5-41.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-41.5-41.6.dat
index 25f289ccc72a1a77ca85799d8d8b524d657a0741..4e159d4ec79491a1fa37b00d08417215a45ab58a 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-41.5-41.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-41.5-41.6.dat
@@ -4426,34 +4426,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-41.6-41.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-41.6-41.7.dat
index 79f27286c2a44f8a518ad61b5538afd78187a79d..96dc1038b0d43196b6ea60361381d55323dc9429 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-41.6-41.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-41.6-41.7.dat
@@ -5844,91 +5844,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-41.7-41.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-41.7-41.8.dat
index f99b9d71c1c572c1d82f29ce3a4e0ff8b35278cf..5835daffad5a91965fe4570195bd11ea2c5aba0b 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-41.7-41.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-41.7-41.8.dat
@@ -7041,129 +7041,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-41.8-41.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-41.8-41.9.dat
index be8e6c5761e3c736db337523a65599a4ef482592..edc264c746bde5056d29c3b531b582bcbcd6f5bf 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-41.8-41.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-41.8-41.9.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-41.9-42.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-41.9-42.0.dat
index a240319aa7c704d78e91bab2615149fc82add892..42ace539b68a22e2673212625049cc9447f3af5f 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-41.9-42.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-41.9-42.0.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.0-42.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.0-42.1.dat
index 1fa4c1896aa548b334c515ed728ddbc984bcad83..7052ad799fbaa1cdb999831c831ae869ede3681c 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.0-42.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.0-42.1.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.1-42.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.1-42.2.dat
index 058e0436ea35d0a0b0a855dc8d7022609dd7817f..18effc19443d63676b9d3425ff2cc1ec0b479020 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.1-42.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.1-42.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.2-42.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.2-42.3.dat
index d1ef741f086149f7bc71f1e503d3d5f992fc25a2..e8fc822921ec6963a6eff661ce2ea6af8a3c4f01 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.2-42.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.2-42.3.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.3-42.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.3-42.4.dat
index 7199297f0861094e1d8b9685394bda7933675652..083dd4e50e627eb89d7fe6c981f86f30cbda80a8 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.3-42.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.3-42.4.dat
@@ -6757,4 +6757,3 @@ r [km] vr [km/s] np [cm-3] T [K]
29428494.0 262.4894104003906 268.6841735839844 168535.25
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.4-42.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.4-42.5.dat
index 0454b52777ffff420899841bdcdd556d92c1a894..09e858166bce0b78cd69726236fc1ab92e85e311 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.4-42.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.4-42.5.dat
@@ -6798,435 +6798,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.5-42.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.5-42.6.dat
index 20046879dc42857d9d799c85d7df6949bf74e34a..f3aad1ece592170454466323a8fd3efcc52e2327 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.5-42.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.5-42.6.dat
@@ -6885,360 +6885,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.6-42.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.6-42.7.dat
index 315fcb12f0671de9476da7dc22ba58f340166254..ba45ef54a2d7a86636944ac0ddee4fe24b9e4e47 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.6-42.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.6-42.7.dat
@@ -7759,32 +7759,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.7-42.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.7-42.8.dat
index c2356a40810ea10dde06732a5a84a0d1e9877de4..f0d1f30455af4eade79eb7788946c5c581752fcb 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.7-42.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.7-42.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.8-42.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.8-42.9.dat
index 254ca373617df5c5fdb6b6f1b5fb5050bbcb75a5..81a1576ce0b267456adfdf394deb8e44282b1a73 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.8-42.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.8-42.9.dat
@@ -6089,163 +6089,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-42.9-43.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-42.9-43.0.dat
index fec044bd93ecc0cea953ed1adc090d4819ef4f4c..bc2feff427464d5974f366d4512564bc57e1f686 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-42.9-43.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-42.9-43.0.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.0-43.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.0-43.1.dat
index c868b128e0f937cd3d0a22e092abd01feb63f848..4050f5feb3560de2875461380bc4c157d787662f 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.0-43.1.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.1-43.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.1-43.2.dat
index 81299e08e439e07a34dcc89421c16477e4d4eea3..be72d1b79dc58f1b4ed6ca391e58915d9a1fb3d5 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.1-43.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.1-43.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.2-43.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.2-43.3.dat
index abcfce1570e2faf38aadf3e62fd0bc847e11f7e4..c605c115b1c3500ffb839bdaf1c3c456b7ab960a 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.2-43.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.2-43.3.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.3-43.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.3-43.4.dat
index 69a013de76cef47147bde564103e1cb3c6aef6da..c4b4c767f74f5d5b493690586b0b8997ed6ffd34 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.3-43.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.3-43.4.dat
@@ -6491,94 +6491,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.6-43.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.6-43.7.dat
index 95c3f9640387cce4349882e79c3ac89f76c4a58f..8c5ce9a05b74f64a513551aa728728db301a96ed 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.6-43.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.6-43.7.dat
@@ -7056,7 +7056,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.7-43.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.7-43.8.dat
index 29b9e1af566648d578f75eb51981690a0018da88..0ce5dab5b4d94c67b9f3b581836fa18784b40f4b 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.7-43.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.7-43.8.dat
@@ -7172,46 +7172,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.8-43.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.8-43.9.dat
index d2ab921bbf5032df2e0528ba7dffe8db95449d07..1aa5b2100cfc4a4489996d9b0437442f61d59782 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.8-43.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.8-43.9.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-43.9-44.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-43.9-44.0.dat
index 4e3e652d7c885f0bfa732045b5c02b236d132dcd..1254260a51451bf0a8b81c27b929a91bb792234c 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-43.9-44.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-43.9-44.0.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.0-44.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.0-44.1.dat
index 426a260d9a500985de736979c59ce19807d9ea66..c5bfff7a2f6fc203b2fc3470a301e24273a268ea 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.0-44.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.0-44.1.dat
@@ -7349,82 +7349,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.1-44.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.1-44.2.dat
index c2dd3983128380351da95fa750708c8f8aefafe8..7c6e013fdc5fcae73cf9d5d22321a8b27f1f995a 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.1-44.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.1-44.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.2-44.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.2-44.3.dat
index b4f115ddbed737665560991c00b22b79d90204da..bde0ecd36cb90cc7ec0f44697a3b4c98a59fbe41 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.2-44.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.2-44.3.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.3-44.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.3-44.4.dat
index 38ea977a91e66e9d1cfcbec7cb8f30a1f91bb888..68eef94eea1449cc9b42796837dbc8c25b03d7ac 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.3-44.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.3-44.4.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.4-44.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.4-44.5.dat
index 7cf6c5ef9eaad51a95daedad39d08e4674552925..238eb72e5e66d6b473abc261084c884a9bd48ab5 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.4-44.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.4-44.5.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.5-44.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.5-44.6.dat
index 0274e596d4778df01c9cf40078fad54298ca0feb..62ecaba2f92b32a8608efa20ab981e59a81749bd 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.5-44.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.5-44.6.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.6-44.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.6-44.7.dat
index 555e07cb37294e85235acac5cb657b8af3c13710..1b57c6ef7413d9eb87a4fa0deb0c0a2bd444cc68 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.6-44.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.6-44.7.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.7-44.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.7-44.8.dat
index 346155f37e91b7e85581c187880d8eba7b80667c..ace560c01e21e84173e08d304458c6498eae777c 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.7-44.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.7-44.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.8-44.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.8-44.9.dat
index 891c057decc9048cdefd98eab673165f7a64df58..8106083e9860b240c9aeac4bd46f06807d0218a6 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.8-44.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.8-44.9.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-44.9-45.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-44.9-45.0.dat
index 0ac52f1c1ecb04a1e3855c4dd28180b639e7e3aa..04f95793db151cc2fc26330dbb1ef588fbac064d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-44.9-45.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-44.9-45.0.dat
@@ -8785,141 +8785,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.0-45.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.0-45.1.dat
index d9fcf90d96233d8141505d0fac630fc1f7519d81..0848a4363bb61fcf6b4ff3678a0b5a2114e50961 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.0-45.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.0-45.1.dat
@@ -8900,1144 +8900,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.1-45.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.1-45.2.dat
index cd7c75dd1eaa051840c321952eb7f95362380865..730e682e658504012f9f348eee02c36f108c92c3 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.1-45.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.1-45.2.dat
@@ -9579,1125 +9579,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.2-45.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.2-45.3.dat
index 1c1c9703aba7beb3471a3c59df9b3b4d59e80498..1fb58c1caa3b95a145847d0de38bfb9ee8cfadb7 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.2-45.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.2-45.3.dat
@@ -8400,382 +8400,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.3-45.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.3-45.4.dat
index 470fd5236656a388101ee632b2d3bf67af49d35d..3d6a593f65ba0e0dbc08a09a6c2ccfa3b6da4ea1 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.3-45.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.3-45.4.dat
@@ -7709,65 +7709,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.4-45.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.4-45.5.dat
index 5d371da6c0b4607d192ba3e689c438f6ed1d3b7e..029f35974c7d626a679871e9406924171ed42e6b 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.4-45.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.4-45.5.dat
@@ -6606,48 +6606,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.5-45.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.5-45.6.dat
index 1c703c7b7a4858bf30068bba57be72a9d75ad077..dbf4654177922990b564f8f482ed0d94aad0d5c4 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.5-45.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.5-45.6.dat
@@ -5719,116 +5719,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.6-45.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.6-45.7.dat
index c20704a965f72e64367750f37d552b6becf5c8d5..2785978e91fae3585b434605cccbd392ebe45fdd 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.6-45.7.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.7-45.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.7-45.8.dat
index 6dc5c0a1ab2d66d4297f340dd7b342f3478c755c..a55590dde7c6dce407083434ce867ffd4e3946ac 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.7-45.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.7-45.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.8-45.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.8-45.9.dat
index 81ab95ff64906c65c65d4be3c03f79c09b84c40e..b09bd61e5a7697d8753b9995e05d6f99ddc8fff4 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.8-45.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.8-45.9.dat
@@ -5773,182 +5773,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-45.9-46.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-45.9-46.0.dat
index b8ac6b6d3a8e93534e10e02cafb8a7145581a5c1..4a7963a92525f118f6d23ba872a90a27351073d1 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-45.9-46.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-45.9-46.0.dat
@@ -5019,1221 +5019,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.0-46.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.0-46.1.dat
index 53f69aa69a491b77cd76837a4b89a3ae129f91c3..96a1c1ee6cf67fb7e5fd85fd8561a13948f2c62e 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.0-46.1.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.1-46.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.1-46.2.dat
index 223317cb600259ff66d0109530f181e83f043c72..f7fe3eb78617b7cf36bd855dc91b7422084b3824 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.1-46.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.1-46.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.2-46.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.2-46.3.dat
index 36cf5bcfe9980877e5aa6c0f85b3872b8a9d4a88..95360b85738b7a28307893d3f25eedb81c454967 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.2-46.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.2-46.3.dat
@@ -4856,33 +4856,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.3-46.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.3-46.4.dat
index 7c035e29b19c335a11818fb0c5fad37e457b4232..500f31ba7e0a869818f31a26f4ca2e600122e38f 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.3-46.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.3-46.4.dat
@@ -7682,66 +7682,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.4-46.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.4-46.5.dat
index b8bac85eb9e153f74957212a2804f51576fbc8c3..8fd15605673c08b60295936c7108ec5ce46cb7fc 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.4-46.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.4-46.5.dat
@@ -7594,200 +7594,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.5-46.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.5-46.6.dat
index 6fcc97b782861b1d93d7a81df1aaec2a564418c7..d23fad583b3fcdda36e5a8a616978e06da79e8ee 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.5-46.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.5-46.6.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.6-46.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.6-46.7.dat
index 217a7d9819228fb0cdf79b9714343f780da26f3b..868c6fc7dd07ce84ed8b37282db0186fb533fd68 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.6-46.7.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.7-46.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.7-46.8.dat
index 57a6f089b3834477b14fcca5f0c8b1af14c6ae39..d1a5ac54b7a7194930a64ba0d3201771d3fd8408 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.7-46.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.8-46.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.8-46.9.dat
index 9d4ce3be45f9fc83aa08ec0182e925be5fc3d1d6..f96c1e933df51a183751e5bf490fa9517dc59c72 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.8-46.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.8-46.9.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-46.9-47.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-46.9-47.0.dat
index 9f34437681a8305c1ab82ef7860b6bc9e27488bd..ed3772a12366fc58c61cfd054fcd4dcfa6f1c41c 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-46.9-47.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-46.9-47.0.dat
@@ -6293,471 +6293,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-47.0-47.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-47.0-47.1.dat
index 610ae55b263aef529eb6c011026bc9bcdf8845e3..4c097dc183f7f42934b089ef9a8a5bb1346c7a0d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-47.0-47.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-47.0-47.1.dat
@@ -5938,27 +5938,3 @@ r [km] vr [km/s] np [cm-3] T [K]
32758692.0 270.5948791503906 465.5644836425781 95016.0703125
32758744.0 271.070556640625 480.4317321777344 101418.8359375
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-47.1-47.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-47.1-47.2.dat
index af13dae3b6233a28c4e5630a636f50cfb5847d42..9239dc025aad93bc04de1944473e199c84b2702d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-47.1-47.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-47.1-47.2.dat
@@ -6330,6 +6330,3 @@ r [km] vr [km/s] np [cm-3] T [K]
32773176.0 334.716064453125 218.32147216796875 79865.640625
32785134.0 265.6673889160156 450.1698913574219 91471.1328125
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-47.6-47.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-47.6-47.7.dat
index 8fbe9f37d69b9221f97e77644840183e39cad1d0..277fb2b3adfe03aed68ac0f0a6846bd2b678b393 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-47.6-47.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-47.6-47.7.dat
@@ -8961,5 +8961,3 @@ r [km] vr [km/s] np [cm-3] T [K]
33183242.0 268.4959716796875 430.05352783203125 81912.953125
33183292.0 266.74847412109375 431.833251953125 78311.7890625
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-47.8-47.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-47.8-47.9.dat
index 41a6ef94ee5137a38ee209857350dad2e688a09c..33a470c781bf5636e012f7603aff6d75c7ccfa98 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-47.8-47.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-47.8-47.9.dat
@@ -8792,4 +8792,3 @@ r [km] vr [km/s] np [cm-3] T [K]
33323706.0 260.6715087890625 412.53680419921875 68217.2578125
33323758.0 259.8648376464844 390.8669128417969 61631.27734375
33323808.0 261.02276611328125 427.3970947265625 70046.5625
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-47.9-48.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-47.9-48.0.dat
index 54c936976c5fcc999bd96d0e6769ad4e235c956c..2b5017c6bf3b534b5ad5163fe30af70844c58f86 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-47.9-48.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-47.9-48.0.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.0-48.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.0-48.1.dat
index 8e3b7c5cc1ce0d0f048e848cda7366ee12debd5a..894135856d21dc2e1ccb438e091c3061dddcd4a8 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.0-48.1.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.1-48.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.1-48.2.dat
index 2f0d947dc59d8851a60a4760b8ab16318d005fa9..2c9ff93f5f63cbb704f5233a3ff7a1688f1875e5 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.1-48.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.1-48.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.2-48.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.2-48.3.dat
index 7818d7b037edd685f1f129faa5f1699b452f8175..4b4753a09cca6d059f6f3839c4509f38e5bb3d14 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.2-48.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.2-48.3.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.3-48.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.3-48.4.dat
index ba14102775401773d9a8188b1a312013be63286b..ad8ff20e7febeaaaa6540f595d2814b3f479a8f7 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.3-48.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.3-48.4.dat
@@ -9277,57 +9277,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.4-48.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.4-48.5.dat
index 155b6a26d0218e71c69b0fffcb5c03b4cc14e577..db8bcba81a70546801117b5e41b41ffedfbfb81e 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.4-48.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.4-48.5.dat
@@ -10870,101 +10870,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.5-48.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.5-48.6.dat
index 08033a84f59327de1a337e02aebfbb5969db0df7..9d7b00600d856008f6912a32d7c475c45f36d248 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.5-48.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.5-48.6.dat
@@ -9905,1244 +9905,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.6-48.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.6-48.7.dat
index cd4fab17e8c0f4c7b66840a6e98637d18ed68028..079053d1070660fb51b8bec555083cffe76dd4db 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.6-48.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.6-48.7.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.7-48.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.7-48.8.dat
index a273682adcde98b42a0ef548b3872c7e5f3aad52..a52ffe048eb64a140644d4a1e72b0045aecdbbfe 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.7-48.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.7-48.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.8-48.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.8-48.9.dat
index f0ab72266a8915e13dd6ac459087c95355b4ce5a..6c58ac1d9a74d302b5f15e7d908a8fff884dd03b 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.8-48.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.8-48.9.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-48.9-49.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-48.9-49.0.dat
index d6f53e3092187fe13fcd2f57a3b1adae6ec0ed90..aeab470cb8871587549235772f37ac36acf38f8a 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-48.9-49.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-48.9-49.0.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-49.0-49.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-49.0-49.1.dat
index 09d8f63e15578ebad583439354594dcbe6e0bbb6..26e9e3f0ad253ca2776788d9c2121d965650ab25 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-49.0-49.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-49.0-49.1.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-49.1-49.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-49.1-49.2.dat
index 1f7e40390f85b23347fba5bc8fa1328033c3e73f..d7734c0fa3074a887cdbcb7b0e14a0458373e763 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-49.1-49.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-49.1-49.2.dat
@@ -9439,4 +9439,3 @@ r [km] vr [km/s] np [cm-3] T [K]
34211660.0 259.1444091796875 434.28240966796875 57179.86328125
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.0-50.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.0-50.1.dat
index 826380fd89d125266675feeeb0a91eb61641ff1b..19c6716da821b4cf04c154e514b451d2bb3f423f 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.0-50.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.0-50.1.dat
@@ -9806,42 +9806,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.1-50.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.1-50.2.dat
index fb1025ac5e62e456a742720e00e501e367d5e530..4a6ebf9cd9964d389442f77827babdad6818a2a4 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.1-50.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.1-50.2.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.2-50.3.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.2-50.3.dat
index eed8562325e08e4a1ba2347f9cb65ef06ba387a6..ff37007639f446f9c5897e9c497097b45b496914 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.2-50.3.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.2-50.3.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.3-50.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.3-50.4.dat
index 7bd31f117e548bb6f3c69f3b89c9c9ae55e34b86..0d7353e22348be372eeded481ba932a7f181e461 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.3-50.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.3-50.4.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.4-50.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.4-50.5.dat
index 79ef6cb7272f67e62e5c486c2adf01fba117c976..bab891ab6234dbd2e42115e94cf5dd8631322aa7 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.4-50.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.4-50.5.dat
@@ -9817,1038 +9817,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.5-50.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.5-50.6.dat
index d649009a0ce46c2b79872a2f630dfc1fd930cf3d..e198e7565d3f4a571fee32c18158eb6e0b59f5fd 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.5-50.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.5-50.6.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.6-50.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.6-50.7.dat
index 6b9c1b6c32998146e7808f077a879771565be440..bfb57cf29a4e27453d164d63c255045a78d2f9a2 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.6-50.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.6-50.7.dat
@@ -6972,91 +6972,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-50.9-51.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-50.9-51.0.dat
index f99e6c01a18ff5d785d4020fc31d69187ae38f10..9a400f78e0e72e63aa82802848bd9a1f71992313 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-50.9-51.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-50.9-51.0.dat
@@ -11173,9 +11173,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-51.6-51.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-51.6-51.7.dat
index abf6fc1e5dfae79ae24e7a0e991b66fed870da09..a1c37695da1776c88e66ba86a675bd3f5be2ec48 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-51.6-51.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-51.6-51.7.dat
@@ -11412,25 +11412,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-51.7-51.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-51.7-51.8.dat
index 76b417a8d2e70c6384f3b9018f7d7f79929a5e9a..af689ddd84f782cfb9538e20c48b47a5dfc2f6b9 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-51.7-51.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-51.7-51.8.dat
@@ -11043,30 +11043,3 @@ r [km] vr [km/s] np [cm-3] T [K]
36036972.0 265.53338623046875 319.3854675292969 123948.8671875
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-51.8-51.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-51.8-51.9.dat
index e6e74f58c9aeac3b9390acb81e705c422160ed4c..a59f03accbb38dcf42de41a8c124b78f6de9cb0d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-51.8-51.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-51.8-51.9.dat
@@ -11618,20 +11618,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-51.9-52.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-51.9-52.0.dat
index 148f7896991b5a66b6c74304e3ca8fad0851b107..e87f32222f86e2c71de1b2c993f1b83bd7ee297b 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-51.9-52.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-51.9-52.0.dat
@@ -11371,13 +11371,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-52.0-52.1.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-52.0-52.1.dat
index 942e3d9e40671eb1ae67b43983d2e994b4ec388b..1d2e8788d6f45597afb13fd064804e298e60274f 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-52.0-52.1.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-52.0-52.1.dat
@@ -11830,20 +11830,3 @@ r [km] vr [km/s] np [cm-3] T [K]
36245824.0 252.1338653564453 239.68463134765625 71038.1796875
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-52.1-52.2.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-52.1-52.2.dat
index f838f357dde6b45744ceca030c224646dd511d75..f1ee21fdd45b592bafa2f21b5d33e423df3b93ce 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-52.1-52.2.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-52.1-52.2.dat
@@ -11786,23 +11786,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.3-53.4.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.3-53.4.dat
index 71735f63b1552102f5e3ab074274094946b96647..76921fec363dcd84aa9acbe58abb709566a50368 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.3-53.4.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.3-53.4.dat
@@ -11078,86 +11078,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.4-53.5.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.4-53.5.dat
index 466f8d7c80bb49d90c93ef179bde0f424423317e..5ff18ba1831c39cc011c04f9e922ca3e1ba14c1d 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.4-53.5.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.4-53.5.dat
@@ -11122,180 +11122,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.5-53.6.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.5-53.6.dat
index b1e82854778f7ab7e76d58c68f3ef89a2d605607..689b471042f5ffc9df05de2a830a2439acb6d233 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.5-53.6.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.5-53.6.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.6-53.7.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.6-53.7.dat
index d7b31c67a042fb54867b10a08a8a338ac465e763..9e0be5ec275b7f2a7cf79775bc40f9610d6a3425 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.6-53.7.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.6-53.7.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.7-53.8.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.7-53.8.dat
index d7047f59a8d0ed3a748e88509bd0c364153ae94c..89f46b8d3517b52565dc46d711a4e1d7e14e200e 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.7-53.8.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.7-53.8.dat
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.8-53.9.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.8-53.9.dat
index d4bc4899705d273d61a1c20828c585892e1302ab..4a5525f0909da6e62c0ee1f31b17469e5f9adef6 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.8-53.9.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.8-53.9.dat
@@ -6748,439 +6748,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/BINNED_DATA/PSP-RBIN-53.9-54.0.dat b/STATISTICS/BINNED_DATA/PSP-RBIN-53.9-54.0.dat
index 6772e4edaf93aa4f2595528845fb5d0842a00d00..7a3cc090860d568eee4f53253c8511dd54ade893 100644
--- a/STATISTICS/BINNED_DATA/PSP-RBIN-53.9-54.0.dat
+++ b/STATISTICS/BINNED_DATA/PSP-RBIN-53.9-54.0.dat
@@ -4878,27 +4878,3 @@ r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/1e10.csv b/STATISTICS/MASSLOSS_CONTOURS/1e10.csv
new file mode 100644
index 0000000000000000000000000000000000000000..032fcccb807d6e29dbd92b4066d4842d42c5f74b
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/1e10.csv
@@ -0,0 +1,2 @@
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/1e9.csv b/STATISTICS/MASSLOSS_CONTOURS/1e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67b4ef87cce92af6e47b81e6c9ebf00229699878
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/1e9.csv
@@ -0,0 +1,2 @@
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv b/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4262660b50a2bad2512cf1d5dd6ae1f117d1a94a
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/2.78e10.csv
@@ -0,0 +1,2 @@
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/2e10.csv b/STATISTICS/MASSLOSS_CONTOURS/2e10.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76700bbb3fdfff5885740f4cacdaf2916838e040
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/2e10.csv
@@ -0,0 +1,2 @@
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/2e9.csv b/STATISTICS/MASSLOSS_CONTOURS/2e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcdbb7afa1e13ef690a6f2faf7d6ce0cc82abfc3
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/2e9.csv
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/3e9.csv b/STATISTICS/MASSLOSS_CONTOURS/3e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8a66e429569ec180fcee12e25fbbf4d782c11469
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/3e9.csv
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/4e9.csv b/STATISTICS/MASSLOSS_CONTOURS/4e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4867c9fc12cbad15cc16a5049e29e306ef8ee756
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/4e9.csv
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/5e9.csv b/STATISTICS/MASSLOSS_CONTOURS/5e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a66c58f48ade5d601047fcb5b8d7fc251f1c94b7
--- /dev/null
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diff --git a/STATISTICS/MASSLOSS_CONTOURS/6e9.csv b/STATISTICS/MASSLOSS_CONTOURS/6e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..818ab89565de4f21ad3de4af265bbc455c06be49
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/6e9.csv
@@ -0,0 +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
diff --git a/STATISTICS/MASSLOSS_CONTOURS/7e9.csv b/STATISTICS/MASSLOSS_CONTOURS/7e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..00a2305430536e08c682d99f23ea2e2794f408d3
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/7e9.csv
@@ -0,0 +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
diff --git a/STATISTICS/MASSLOSS_CONTOURS/8e8.csv b/STATISTICS/MASSLOSS_CONTOURS/8e8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..767d08b6f7ab04c7058ec8d65b711d39a4491342
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/8e8.csv
@@ -0,0 +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
diff --git a/STATISTICS/MASSLOSS_CONTOURS/8e9.csv b/STATISTICS/MASSLOSS_CONTOURS/8e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..053260b1a19f50842eb4328f83ab54ed34cbc910
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/8e9.csv
@@ -0,0 +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
diff --git a/STATISTICS/MASSLOSS_CONTOURS/9e8.csv b/STATISTICS/MASSLOSS_CONTOURS/9e8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..04448ac62d96347368629ef2a422f0dacb4efb01
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/9e8.csv
@@ -0,0 +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
diff --git a/STATISTICS/MASSLOSS_CONTOURS/9e9.csv b/STATISTICS/MASSLOSS_CONTOURS/9e9.csv
new file mode 100644
index 0000000000000000000000000000000000000000..963d3e7a213dee5623a71a20faf79f3e567b0a03
--- /dev/null
+++ b/STATISTICS/MASSLOSS_CONTOURS/9e9.csv
@@ -0,0 +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
diff --git a/STATISTICS/PSP_STATISTICS.dat b/STATISTICS/PSP_STATISTICS.dat
index 7bda3124b28f9ad6189ebe9f234eb4f32b6f89b6..a7d116df1438420712203140ae5707076a2ed7e4 100644
--- a/STATISTICS/PSP_STATISTICS.dat
+++ b/STATISTICS/PSP_STATISTICS.dat
@@ -1,342 +1,342 @@
-r [Rsol] vr_mean [km/s] vr_stddev [km/s] vr_median [km/s] vr_q1 [km/s] vr_q3 [km/s] rho_mean [cm-3] rho_stddev [cm-3] rho_median [cm-3] rho_q1 [cm-3] rho_q3 [cm-3] T_mean [K] T_stddev [K] T_median [K] T_q1 [K] T_q3 [K]
-19.35 285.947 4.615 285.851 282.700 287.159 6135.398 286.302 6211.850 5963.176 6395.785 74721.414 6572.700 75339.320 71529.840 76593.012
-20.65 295.715 7.733 296.830 287.439 302.007 5532.091 566.168 5694.766 5348.567 5933.121 72310.046 10621.686 74658.430 66575.309 79943.828
-20.75 293.085 7.599 292.540 288.221 300.674 5350.633 485.453 5420.714 5028.938 5579.573 60316.027 3731.764 59944.051 57973.672 64122.125
-23.35 273.562 1.717 272.925 272.178 274.521 3667.454 82.924 3633.854 3610.903 3701.228 50632.857 1197.058 50553.062 49929.064 51387.670
-23.45 275.115 2.475 274.902 273.028 276.422 3586.866 282.410 3534.470 3383.091 3722.939 51499.030 2950.047 51159.775 50118.389 52611.019
-23.55 279.943 6.268 276.902 275.424 285.932 3537.941 208.829 3480.958 3450.730 3578.025 51098.542 4719.069 51196.234 48245.379 51557.107
-23.65 286.017 17.352 277.998 274.230 289.786 3585.199 414.789 3619.896 3405.968 3799.126 51918.539 13065.496 49387.512 44089.568 57216.482
-23.75 297.075 35.025 290.789 282.888 301.569 3953.665 651.786 3991.645 3867.744 4130.870 64122.273 74961.028 52219.117 50509.643 55006.957
-23.85 286.395 5.925 285.303 282.650 289.370 3398.696 181.405 3324.497 3303.011 3514.136 52695.934 3781.989 52505.906 50586.297 54488.589
-23.95 221.599 0.708 221.599 221.245 221.953 2689.534 202.409 2689.534 2588.330 2790.739 106084.539 2436.602 106084.539 104866.238 107302.840
-24.05 227.702 3.912 227.286 224.245 231.673 3125.111 361.530 3045.494 2974.170 3339.916 95526.574 10897.949 94869.367 87613.801 100413.383
-25.05 250.498 2.245 250.755 249.192 251.932 2123.738 58.034 2157.854 2099.944 2164.589 91668.786 1406.568 91863.688 90860.312 92574.711
-25.15 237.628 12.378 231.198 229.761 247.508 2098.867 334.914 2149.632 1842.468 2196.445 118284.081 7184.984 117532.410 115060.027 119425.342
-25.25 419.691 78.660 419.691 380.361 459.021 290.010 39.474 290.010 270.273 309.746 454289.688 15970.594 454289.688 446304.391 462274.984
-25.35 342.686 6.527 342.580 338.493 346.992 272.660 43.447 260.620 237.218 296.316 312111.937 41522.414 308685.906 279975.961 345149.086
-25.45 335.565 11.061 335.550 330.512 341.776 237.665 214.797 218.458 209.492 229.399 228883.738 35863.645 223388.062 201793.656 253177.656
-25.55 341.674 8.740 341.474 334.792 347.878 212.604 14.879 211.992 202.262 222.405 216633.865 30945.557 210979.141 192138.906 237855.906
-25.65 355.496 12.894 356.331 345.498 364.125 234.889 26.151 230.973 217.427 247.299 255551.908 48955.503 246247.188 221004.074 277318.992
-25.75 360.080 18.029 356.855 349.933 366.373 239.667 113.505 230.898 219.347 244.936 295872.550 121931.148 264050.312 234169.461 311635.398
-25.85 336.595 33.924 350.006 302.779 358.771 509.728 436.322 233.844 215.071 1023.296 219746.763 93482.474 223894.953 122480.582 268807.609
-25.95 336.621 49.313 350.237 294.087 359.210 606.266 496.787 232.277 216.067 1131.951 226129.310 143280.044 213729.086 106830.453 256083.699
-26.05 363.947 10.814 360.921 355.559 370.420 220.093 17.546 217.159 209.517 226.561 266224.035 50390.407 251273.109 231249.133 290632.078
-26.15 372.930 12.316 370.728 363.848 379.489 237.196 33.624 228.952 215.497 248.418 280362.156 55576.096 269857.250 245968.297 298056.836
-26.25 371.111 15.521 368.750 358.619 380.251 238.929 38.304 227.255 213.701 250.932 286311.750 64844.744 270366.984 238987.480 314947.578
-26.35 375.845 19.066 375.140 359.940 386.824 230.150 38.324 218.005 205.404 241.093 323060.176 91571.544 303276.656 257796.914 360780.594
-26.45 377.244 17.861 374.114 366.551 384.097 208.859 30.731 200.635 189.734 218.451 349011.290 125363.101 317004.344 275442.727 374194.305
-26.55 384.803 27.478 380.292 366.886 399.486 240.167 208.493 202.398 191.716 228.615 412149.771 151864.617 380955.969 302439.422 479935.984
-26.65 378.665 10.216 377.990 372.803 383.112 199.812 60.607 195.799 185.240 205.570 314948.184 60538.408 303303.781 278663.586 341636.117
-26.75 386.673 18.022 381.616 372.425 396.573 200.922 30.503 192.747 181.618 211.138 361542.978 119336.129 320639.562 277358.633 408657.328
-26.85 389.398 17.341 389.074 378.080 399.104 217.140 42.013 206.240 187.404 235.239 378873.635 106169.876 359905.594 310846.578 424013.664
-26.95 363.634 38.629 371.899 315.385 386.895 263.214 96.152 215.839 191.774 352.289 308107.794 132591.020 281483.234 205461.773 357141.453
-27.05 390.832 42.193 401.884 390.540 412.856 258.126 142.398 213.431 193.593 260.236 348583.320 107528.885 343084.609 291490.492 406666.133
-27.15 373.657 53.388 394.537 342.541 406.988 251.827 103.589 201.554 184.477 294.899 366859.189 151986.865 355227.188 260133.980 442927.273
-27.25 385.531 29.612 383.509 373.715 399.073 249.160 80.952 269.052 166.188 309.604 337085.201 106607.609 303705.031 250164.609 414342.344
-27.35 403.505 36.569 395.822 384.525 419.468 258.487 110.895 188.473 160.045 344.197 377673.871 150821.642 332070.641 239329.172 509628.766
-27.45 435.760 37.923 430.987 410.654 458.158 282.876 115.906 247.818 169.553 385.093 417667.891 117599.122 423170.156 334036.609 473868.453
-27.55 401.755 18.263 397.176 390.023 410.600 168.732 38.733 161.592 153.265 172.264 291542.703 80607.526 278244.594 232518.672 332067.906
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-27.75 328.839 73.572 304.692 253.250 401.720 323.077 144.070 383.265 159.093 438.825 233040.670 130408.475 197307.688 147718.859 263816.391
-27.85 340.335 66.204 325.698 263.014 402.222 292.778 122.414 337.065 158.387 379.130 238694.832 124683.041 217193.625 139846.617 271319.359
-27.95 342.277 65.885 323.094 267.806 401.224 298.407 126.359 324.973 155.438 391.821 242391.053 132287.968 218520.648 158692.809 251184.812
-28.05 369.646 67.627 399.455 325.342 413.976 256.978 144.912 166.047 145.287 354.792 294990.840 174729.390 251815.781 219599.809 319786.664
-28.15 405.841 51.901 416.795 341.391 441.934 250.479 162.409 161.982 147.398 375.995 403763.120 208669.017 343739.719 237820.906 490498.375
-28.25 402.438 38.877 407.130 400.325 422.866 208.010 129.908 147.356 139.339 171.696 307461.903 110770.298 277236.312 235735.016 347716.688
-28.35 419.265 48.064 413.857 407.868 434.204 181.208 114.737 143.249 135.520 156.822 373229.248 277700.176 255645.531 204682.609 412104.094
-28.45 379.057 76.131 422.134 284.195 435.557 214.423 99.567 146.169 135.435 330.715 282630.907 163276.746 236062.914 173868.984 313480.734
-28.55 369.551 76.416 415.423 280.370 434.940 223.653 95.847 161.358 138.155 303.731 236846.234 112186.906 226809.609 136379.562 291992.125
-28.65 361.269 73.485 343.365 288.319 436.909 249.480 114.780 275.267 136.160 293.332 242494.691 135207.703 229831.469 131559.734 297988.844
-28.75 373.484 72.216 374.820 292.044 438.177 290.169 120.791 274.428 157.080 396.390 317336.878 197644.127 297272.469 132363.371 423530.500
-28.85 363.162 70.440 343.061 289.717 432.476 288.092 117.274 282.995 151.536 396.255 279390.630 167931.745 258939.828 130880.688 350851.219
-28.95 368.903 79.577 338.640 293.067 449.739 275.729 113.278 259.997 156.066 377.578 297884.612 203163.591 241476.398 132979.977 378965.570
-29.05 377.682 71.533 352.787 320.194 445.217 276.514 122.370 314.184 132.639 373.620 330793.054 186759.043 275473.344 199836.609 410626.070
-29.15 381.234 66.198 372.026 318.853 442.602 258.674 133.935 241.980 130.742 383.727 322922.601 162110.218 298639.750 168556.367 423103.109
-29.25 376.430 58.611 384.168 306.880 422.467 270.430 138.474 258.688 128.049 395.138 305858.578 122606.737 309062.516 179422.652 392331.117
-29.35 365.046 50.615 363.511 307.910 411.839 287.990 145.832 257.254 126.879 430.858 289704.814 120597.871 275591.406 175771.254 368965.875
-29.45 406.253 50.054 424.717 411.503 436.334 173.029 112.424 125.204 121.026 139.458 292992.955 91926.405 283492.734 243231.172 335823.375
-29.55 412.849 28.713 417.857 405.040 425.833 142.000 88.455 123.860 120.075 128.260 282166.900 64562.770 273603.531 245740.770 304536.750
-29.65 398.077 53.654 414.553 396.448 431.816 211.484 159.741 124.620 119.013 149.117 292052.953 83970.464 272510.547 235783.898 326053.367
-29.75 390.621 53.154 404.661 331.665 424.195 237.485 171.893 123.820 115.269 453.804 375685.562 174365.398 327311.469 274689.812 411898.891
-29.85 393.125 41.314 403.818 357.193 420.174 249.311 162.536 123.843 111.671 433.870 404834.282 151310.241 376195.672 294506.414 477274.352
-29.95 406.320 54.441 415.824 371.337 436.215 220.553 153.969 119.223 112.308 415.496 409217.995 179500.893 365119.984 295201.172 474245.977
-30.05 409.590 54.395 417.353 379.296 436.656 213.900 156.871 118.630 113.070 411.661 379075.941 163191.507 331669.047 267382.711 454716.195
-30.15 409.325 61.286 428.147 378.416 448.090 210.211 161.225 119.007 112.277 364.865 370259.787 129859.317 350295.250 284835.227 435520.836
-30.25 418.772 54.516 428.878 378.254 458.660 216.753 137.668 119.795 112.194 377.055 405269.303 121953.181 395340.906 316356.875 480173.344
-30.35 437.139 53.516 447.678 421.516 472.306 161.377 106.020 116.244 111.964 123.243 378430.733 114468.105 361076.641 295720.742 435579.633
-30.45 415.834 48.612 424.437 395.957 442.804 187.828 123.159 115.738 108.552 347.611 354978.320 115706.805 331110.172 270136.758 419330.680
-30.55 405.244 54.499 416.903 360.389 439.916 209.091 133.095 117.608 108.797 368.967 341040.913 124713.861 320547.984 252032.324 405399.633
-30.65 472.870 62.966 487.388 453.115 514.521 169.205 119.059 122.747 116.548 132.660 529096.170 189105.149 500573.469 417281.172 600560.531
-30.75 458.165 74.405 482.028 427.459 504.918 165.205 135.540 116.248 110.627 123.409 430358.773 192364.934 430850.750 284500.031 514003.844
-30.85 354.259 49.083 348.773 310.334 398.874 260.215 277.470 218.746 123.138 297.925 272872.386 68489.274 265133.594 242096.203 294449.281
-30.95 357.743 46.157 372.328 314.734 395.080 232.615 276.539 227.301 124.027 257.174 268831.131 99124.592 249877.398 194529.473 312598.297
-31.05 402.298 56.015 409.972 351.777 439.869 169.936 63.498 139.756 131.798 221.833 376594.883 155366.885 353107.344 257723.617 462101.141
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-31.25 406.276 61.790 408.620 370.256 451.765 191.147 154.579 150.196 142.059 176.785 431438.887 184546.437 407674.484 280187.188 555439.953
-31.35 350.540 40.756 360.975 309.983 378.156 213.951 95.476 176.411 146.917 252.612 289710.294 95129.234 276178.906 211278.859 336731.281
-31.45 391.957 67.831 373.594 353.547 398.555 208.190 92.419 188.897 145.902 241.374 357892.220 100137.263 345188.250 280770.156 426289.219
-31.55 344.376 28.386 339.456 321.469 363.081 210.659 103.880 205.674 156.237 217.687 286940.822 122723.545 241116.688 193940.688 352518.062
-31.65 344.484 31.656 343.789 315.655 368.949 253.969 143.873 217.314 169.091 233.381 298358.935 151562.110 233131.805 174295.363 411793.688
-31.75 343.754 44.543 320.448 313.428 367.099 231.457 117.686 211.748 175.677 221.459 289180.810 189785.865 179073.703 161457.863 399449.406
-31.85 311.302 21.130 308.562 301.468 319.341 260.083 70.844 238.904 222.293 271.289 218652.745 61189.420 214266.688 170867.691 247905.613
-31.95 304.760 15.184 304.110 297.152 313.640 280.853 104.495 239.947 219.251 312.415 210014.543 60149.868 199616.234 162975.906 239104.336
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-32.150000000000006 302.241 44.720 307.943 263.050 325.507 312.179 140.472 296.102 206.723 348.337 198137.571 106012.438 165515.867 150700.824 184106.996
-32.25 335.530 70.898 332.900 258.513 394.673 352.065 151.166 369.739 205.293 424.936 282446.250 170161.808 171267.125 149163.328 447406.094
-32.349999999999994 302.763 29.438 306.181 275.457 320.358 297.361 114.441 273.741 204.470 356.795 198906.979 66689.886 175588.141 156886.332 209648.488
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-32.55 327.562 24.106 321.766 312.431 338.891 221.237 64.384 213.750 202.395 226.010 234792.752 65906.692 229296.148 186463.953 266102.305
-32.650000000000006 357.915 58.384 330.144 313.770 394.129 210.043 112.217 203.714 169.429 215.490 252560.124 77547.910 254290.656 187071.078 305312.266
-32.75 336.959 59.233 318.901 305.596 349.979 306.653 316.684 202.156 190.729 263.220 225956.677 81301.104 204450.062 167463.234 265184.781
-32.849999999999994 300.013 29.941 313.660 270.344 323.913 260.231 114.888 247.439 196.450 306.719 210838.569 50012.496 199195.047 179350.609 227545.641
-32.95 302.622 27.997 307.410 280.600 321.865 284.297 204.523 238.211 211.256 281.906 220113.361 55785.670 213234.484 180366.570 250346.234
-33.05 314.385 52.467 306.140 276.847 324.081 281.656 197.772 229.862 213.522 283.728 238134.058 115280.566 193103.398 162481.781 269212.492
-33.150000000000006 322.044 47.126 312.263 288.337 334.801 221.284 52.727 213.355 202.530 230.750 234117.541 108659.545 184558.852 161454.387 274114.156
-33.25 307.667 26.721 306.116 291.353 315.192 254.549 178.041 215.463 201.574 236.179 193387.450 57442.657 180003.211 154417.758 214867.172
-33.349999999999994 309.954 33.623 303.296 288.006 321.071 343.118 345.297 222.881 205.555 242.305 213706.562 81672.635 187967.734 160382.707 236996.211
-33.45 292.705 19.958 287.337 276.149 308.000 298.415 250.471 241.326 209.770 257.266 164522.919 27402.666 158490.250 146202.953 176717.590
-33.55 308.854 31.876 300.582 286.793 318.044 239.770 113.560 225.218 206.733 245.154 199756.543 54108.041 185654.859 162364.965 223430.930
-33.650000000000006 310.982 38.368 301.759 287.214 315.555 246.159 113.922 234.521 210.496 256.788 220828.736 82771.802 197815.219 164998.078 253181.609
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-46.95 353.184 95.241 314.419 269.234 441.258 348.995 239.204 476.403 79.408 536.379 184709.283 149669.737 108644.305 75977.957 282069.703
-47.05 328.868 87.804 291.393 252.306 416.827 404.623 257.742 550.584 79.747 576.364 191723.062 168960.772 109676.766 74384.752 285132.234
-47.150000000000006 327.915 83.329 327.864 244.419 417.728 360.722 252.446 272.261 80.688 614.028 194798.671 181260.609 106401.641 66535.141 299540.141
-47.25 326.157 97.429 286.266 244.762 437.971 447.407 279.991 612.652 79.260 665.699 202758.939 191174.490 114093.219 67121.562 329587.219
-47.349999999999994 333.403 97.370 293.923 245.682 444.265 424.097 295.146 633.318 65.233 664.191 163414.836 113643.445 131695.500 69084.982 242928.172
-47.45 325.965 97.286 291.346 230.952 443.402 379.660 252.718 530.378 69.467 619.670 151945.285 114349.858 129906.168 55491.527 209147.988
-47.55 320.837 90.044 290.160 243.541 436.398 385.155 227.414 502.227 99.725 564.379 163260.401 152432.729 117441.504 55802.711 174537.188
-47.650000000000006 318.192 79.733 282.564 252.166 433.651 364.412 220.120 474.829 71.688 541.240 124198.285 73044.237 110917.422 59126.387 154446.188
-47.75 315.121 83.599 279.521 248.274 436.744 384.902 253.168 496.095 68.871 637.310 123394.646 65590.873 118403.578 65589.836 151519.547
-47.849999999999994 281.577 57.310 267.427 236.347 291.411 409.364 229.224 442.252 170.087 627.818 120029.104 77858.061 111028.789 67811.188 135663.641
-47.95 289.352 72.437 268.182 235.240 292.004 390.300 253.095 408.941 160.711 667.634 113906.336 55666.241 116452.121 65347.123 140684.914
-48.05 331.731 97.876 297.351 244.273 453.940 336.477 264.829 178.781 69.153 654.127 140160.335 73545.657 134515.891 70924.045 193873.352
-48.150000000000006 324.816 97.298 287.280 245.621 436.007 388.484 257.437 433.831 75.725 645.308 141126.689 89926.042 130336.223 67477.547 171009.426
-48.25 330.858 98.747 294.472 243.028 448.276 395.136 251.836 509.118 68.864 621.192 131537.503 82578.850 124614.961 60902.912 180070.574
-48.349999999999994 310.156 90.588 277.718 241.969 305.101 395.921 228.588 505.586 163.313 566.100 133163.396 85879.025 90488.039 59663.180 165579.203
-48.45 316.826 91.552 280.704 261.950 300.352 366.483 227.521 440.113 147.496 555.647 128477.703 79271.855 112784.281 68136.340 153560.520
-48.55 346.876 115.932 288.010 262.955 458.847 332.948 238.703 442.832 66.755 533.067 130455.451 62609.033 127857.262 70929.998 173015.723
-48.650000000000006 346.359 115.877 284.784 245.927 476.101 324.328 208.763 431.218 71.456 478.086 153536.142 125913.703 86509.441 57549.427 226167.758
-48.75 333.753 106.586 279.938 250.378 454.999 304.653 195.974 415.464 76.814 468.057 149324.473 122299.259 103029.375 56812.789 216168.133
-48.849999999999994 330.327 102.390 283.950 265.037 435.669 321.975 203.903 394.174 95.334 488.136 163145.694 144450.765 91223.164 53666.311 223758.875
-48.95 320.126 95.633 283.956 263.207 330.194 336.670 200.540 427.023 154.890 503.896 171149.442 153289.334 85231.652 54916.151 240324.109
-49.05 291.487 70.725 266.573 256.688 275.559 341.285 177.492 421.979 168.766 470.034 152887.641 173292.530 85510.574 57675.952 136170.957
-49.150000000000006 309.515 81.358 271.629 259.870 303.648 306.649 162.032 410.862 161.076 443.365 190285.061 231377.229 89840.195 60691.962 132834.879
-49.25 327.955 94.462 276.926 264.582 318.543 276.202 156.100 174.514 146.160 412.814 215938.615 236533.372 100991.266 65312.184 170262.188
-49.349999999999994 312.486 74.696 278.663 261.955 322.961 303.933 189.010 345.238 146.257 416.180 199831.708 199939.103 104368.406 73491.973 213110.203
-49.45 326.975 88.033 289.000 263.502 313.413 305.235 181.134 360.988 142.630 415.651 194033.716 181706.253 109731.250 82158.188 189120.281
-49.55 328.992 84.888 290.071 265.724 421.670 295.887 173.108 343.149 133.597 395.300 202469.399 180712.383 112352.098 82509.213 362293.539
-49.650000000000006 334.716 92.026 292.195 258.475 457.677 279.658 151.800 345.605 132.397 376.465 210384.946 173230.178 127414.613 81360.801 375980.109
-49.75 324.389 77.495 282.431 260.836 419.378 315.995 155.733 362.167 137.937 381.326 195901.670 158474.953 106444.289 82034.000 344213.656
-49.849999999999994 317.110 58.216 297.116 264.167 375.108 299.937 158.587 354.075 149.576 381.672 190328.664 147769.358 114916.871 88037.502 322640.117
-49.95 312.747 51.580 297.311 263.614 358.248 335.825 173.898 364.342 147.056 387.330 175121.912 126846.376 101405.234 88117.812 292559.500
-50.05 305.657 44.250 296.358 261.208 338.544 325.511 174.804 380.627 161.068 401.340 173539.314 116074.809 110370.180 88607.258 278313.578
-50.150000000000006 324.427 75.463 318.576 270.870 331.856 270.991 171.974 181.882 165.939 375.394 167943.886 98996.469 137893.391 89606.607 194218.184
-50.25 304.533 66.940 282.885 269.862 313.415 273.324 153.588 210.169 168.454 344.678 131983.560 46611.452 129762.523 91776.305 158615.672
-50.349999999999994 313.684 72.091 302.188 268.192 318.081 279.503 159.232 233.425 168.845 334.008 141703.398 68727.392 128978.121 86665.861 172563.078
-50.45 320.019 80.170 303.886 265.695 326.732 285.992 163.141 297.698 167.751 331.967 148469.528 82686.741 117470.078 90064.633 178239.680
-50.55 314.739 66.821 305.410 259.807 359.076 274.149 125.670 302.371 173.554 320.882 167002.751 97077.110 122791.668 94663.576 253962.391
-50.650000000000006 294.575 46.023 270.966 260.087 327.350 305.009 134.643 302.817 197.088 318.387 157904.507 91479.230 107339.652 92007.145 247813.633
-50.75 290.720 26.311 297.448 263.087 309.014 273.296 74.397 249.860 225.016 306.515 125106.773 76211.723 93572.664 69821.420 159012.180
-50.849999999999994 292.592 25.858 293.297 266.819 309.023 303.100 152.680 278.552 206.566 305.215 127562.701 68169.885 98920.863 86281.750 129960.088
-50.95 286.012 19.916 282.630 270.141 296.961 311.851 150.008 267.373 226.763 307.908 115037.017 67351.057 94112.750 66325.352 132773.516
-51.05 289.647 17.546 286.373 274.056 304.672 300.750 180.265 251.654 202.205 286.400 114531.673 66322.578 99030.570 65674.322 127443.248
-51.150000000000006 286.061 21.141 281.105 272.015 290.986 298.551 181.657 244.885 192.690 279.493 110058.403 60691.232 95739.781 61420.803 138294.266
-51.25 272.563 23.222 274.481 265.947 283.727 351.247 174.607 263.380 235.533 398.531 110518.553 57775.637 107735.984 65040.981 152805.531
-51.349999999999994 267.378 24.904 271.933 255.469 287.122 374.828 169.873 336.775 244.970 428.192 113766.696 55849.070 108309.145 73295.750 135880.707
-51.45 274.802 29.670 273.560 264.542 293.150 364.393 150.723 348.684 247.424 403.758 117064.830 64959.272 109101.016 70285.398 129102.867
-51.55 277.901 23.724 274.381 264.234 296.741 313.872 103.840 297.846 238.373 369.242 121801.879 65094.817 113027.438 67219.734 147310.863
-51.650000000000006 277.915 21.806 272.304 263.338 290.019 282.864 136.570 240.493 186.013 319.582 121759.714 66090.328 107619.855 73500.143 138268.070
-51.75 277.537 20.024 271.894 264.355 289.417 311.841 156.005 250.128 211.771 339.528 112022.724 66773.883 98327.129 65236.134 120633.734
-51.849999999999994 277.395 16.310 270.434 265.607 289.062 305.381 137.043 253.811 216.600 325.866 112879.110 61504.259 109672.750 57545.980 136836.094
-51.95 275.711 15.844 270.572 263.710 284.405 311.850 170.694 253.570 198.302 300.570 105461.439 49091.017 110313.266 55169.115 133212.070
-52.05 275.148 20.073 270.353 260.997 283.428 305.611 169.613 246.120 210.541 288.992 105195.220 43279.671 104614.391 65404.543 128725.586
-52.150000000000006 268.508 20.401 265.805 253.824 278.605 305.848 175.032 240.373 210.890 285.728 103654.546 42215.273 102551.500 68275.568 120690.570
-52.25 274.404 12.409 270.957 267.797 279.571 296.516 185.732 230.766 203.277 262.688 106881.649 45029.099 103081.156 64245.236 128978.062
-52.349999999999994 277.467 18.428 275.794 267.085 285.398 295.644 178.276 240.087 203.250 275.948 106894.786 39916.040 110465.320 65894.891 130666.859
-52.45 274.737 18.882 276.080 267.469 289.754 297.527 153.853 243.062 203.423 321.706 102589.838 38827.969 113324.312 59815.810 131877.008
-52.55 278.432 20.415 279.078 262.844 294.103 297.650 148.774 246.637 207.856 299.563 104558.699 41901.768 117688.836 58430.045 136243.531
-52.650000000000006 265.041 22.215 271.643 253.845 282.447 320.690 153.955 240.839 208.449 360.587 107457.813 38476.925 118650.070 70891.008 136739.734
-52.75 263.926 27.185 268.550 243.448 287.007 314.136 126.710 245.620 210.273 379.260 110056.543 47863.710 122484.395 58763.040 151024.414
-52.849999999999994 265.663 28.477 267.060 243.086 289.467 314.996 134.677 285.754 197.799 360.592 113953.245 49662.168 117950.266 69021.328 156813.969
-52.95 272.101 32.210 273.428 245.163 306.461 296.993 145.384 283.285 174.801 361.486 105737.050 41526.014 111028.551 73988.465 135671.184
-53.05 269.935 31.435 268.843 231.430 304.928 281.281 143.686 203.182 173.228 347.598 118427.502 50629.762 116945.961 59118.588 161807.230
-53.150000000000006 273.222 27.871 277.188 259.989 295.936 289.104 142.453 315.364 176.086 340.740 114545.531 52699.659 109815.125 66973.258 161321.414
-53.25 264.008 30.698 261.172 233.085 289.856 288.968 136.060 277.001 184.382 347.375 111988.876 46535.048 104347.531 67140.617 154022.461
-53.349999999999994 272.541 38.390 274.663 247.048 296.662 287.054 142.766 276.336 168.355 348.579 113477.990 52276.896 111660.086 70070.664 151766.367
-53.45 282.265 45.533 285.468 262.153 302.425 281.186 136.215 276.690 135.409 342.697 102131.459 51244.497 87502.555 67845.195 132371.844
-53.55 302.759 81.457 299.501 253.354 305.506 239.552 131.141 256.410 118.309 293.445 121919.731 64602.288 99804.594 73973.078 150799.031
-53.650000000000006 317.098 102.903 291.035 256.374 313.865 220.553 124.317 252.484 116.861 282.728 138236.480 83694.030 105642.672 75292.195 175419.742
-53.75 316.539 106.469 277.372 253.019 314.315 218.864 134.569 246.809 116.477 289.349 144652.390 89729.313 106499.125 79971.555 185779.305
-53.849999999999994 282.326 73.431 268.915 253.189 287.403 214.898 87.192 230.184 147.858 289.182 119625.776 64077.863 109497.418 69077.527 146260.078
-53.95 273.097 37.814 284.328 230.989 296.400 264.124 127.640 229.903 157.405 343.975 102921.100 51074.567 86365.957 65534.073 143229.027
-54.05 273.068 33.448 283.182 230.011 300.757 273.632 131.957 235.524 153.474 329.561 94221.355 36849.859 84529.066 65050.153 125731.051
-54.150000000000006 276.543 33.254 286.085 236.328 303.954 273.671 142.861 221.829 135.887 353.016 100366.617 38207.233 87902.961 73117.100 131679.453
-54.25 273.403 32.321 278.119 236.033 299.012 273.002 129.468 225.911 153.389 347.269 104338.184 43820.971 85256.375 73016.805 145438.844
-54.349999999999994 284.280 39.499 301.850 236.445 318.575 264.142 136.040 219.449 135.017 346.573 98120.835 38381.935 81757.191 69739.094 133041.465
-54.45 278.959 32.843 277.362 250.038 313.676 259.679 130.515 212.125 158.076 309.933 100062.330 38029.472 80706.633 73862.299 132021.742
-54.55 276.908 31.177 279.600 243.709 305.737 257.857 120.778 209.017 164.048 300.323 100846.977 39766.478 84087.477 71501.697 137231.719
-54.650000000000006 278.866 30.903 282.446 246.510 310.713 304.896 116.611 279.073 202.688 340.546 76872.884 13953.520 79706.922 72036.867 84501.641
-54.75 279.639 30.686 277.490 251.495 307.349 307.290 119.732 268.862 206.424 340.966 78380.968 16387.252 83299.938 74540.508 87548.094
-54.849999999999994 276.145 29.322 283.640 243.780 304.732 306.362 125.246 269.801 207.033 325.313 81843.103 12654.449 81086.012 73951.781 88301.412
-54.95 271.215 25.366 279.517 246.701 295.413 306.846 124.151 259.290 207.159 466.029 85211.049 9479.259 84850.449 79842.879 90087.287
-55.05 274.180 25.808 270.906 248.741 298.675 303.718 138.404 237.903 194.665 517.253 84695.221 9792.830 85598.594 77260.973 91268.262
-55.150000000000006 279.655 15.507 281.544 267.665 291.282 300.412 146.788 264.600 179.534 506.115 86778.528 8973.941 86902.980 80362.270 92247.195
-55.25 260.778 26.093 252.544 234.194 284.753 315.958 125.121 245.016 229.333 315.537 86079.328 13755.786 87209.820 78524.035 94081.535
-55.349999999999994 271.213 18.062 271.853 261.392 286.326 299.815 148.784 243.095 180.713 524.218 85175.198 15419.431 86119.047 73380.039 95601.750
-55.45 279.969 15.189 277.044 271.301 288.278 282.909 147.998 232.934 157.396 326.693 83899.641 17797.729 82457.336 68764.195 97500.375
-55.55 280.186 18.577 276.137 265.650 300.656 335.680 120.392 310.440 261.512 468.324 89741.125 20102.900 87063.984 72779.961 106188.016
-55.650000000000006 282.180 14.671 279.508 271.786 286.758 392.769 129.149 324.656 280.739 533.090 99263.469 17597.451 98276.812 87391.766 112855.812
-55.75 276.509 7.220 275.059 271.241 282.485 407.939 124.104 479.723 278.994 533.909 103115.099 14533.326 105380.520 89713.447 113500.119
-55.849999999999994 286.984 15.755 281.792 274.034 292.338 402.140 121.445 481.928 276.070 519.400 82725.340 14550.552 83166.617 74800.131 89446.840
-55.95 286.551 16.731 274.706 270.823 302.216 403.698 96.440 476.066 305.692 495.398 62744.346 21945.377 76987.652 38611.621 82084.709
-56.05 278.015 10.779 277.226 276.106 280.116 426.519 101.526 508.401 312.753 518.594 83271.438 16645.421 85231.969 81272.859 89136.641
-56.150000000000006 285.091 14.648 280.101 276.069 290.015 449.223 108.789 510.884 320.692 537.811 83166.788 15746.880 87766.750 74871.594 92823.828
-56.25 290.922 11.206 296.451 281.693 299.477 405.837 118.790 494.138 287.785 522.390 62236.025 15446.498 66314.672 48191.617 70546.000
-56.349999999999994 294.586 6.475 294.462 290.390 298.594 402.955 119.289 492.369 279.730 518.633 55379.412 11021.525 60126.707 44199.387 64967.514
-56.45 290.727 7.784 293.164 285.561 295.445 405.779 106.760 490.440 296.310 509.926 54789.303 12894.232 62588.949 42759.523 66679.785
-56.55 290.375 15.128 296.929 283.980 298.668 407.608 109.528 498.178 297.322 512.623 53682.559 9822.865 58237.566 44232.154 62138.531
-56.650000000000006 285.561 12.946 293.695 274.750 296.821 415.174 104.750 495.935 306.715 517.175 52277.027 10940.655 56592.691 41170.359 62838.891
-56.75 285.309 17.693 295.324 273.512 296.762 443.410 107.150 505.335 293.553 517.722 65988.765 7893.394 65558.348 62870.216 70754.088
-56.849999999999994 297.519 4.118 299.048 293.030 301.179 508.692 6.316 508.415 504.145 512.902 69562.946 3121.793 69081.238 67175.359 71460.268
-56.95 303.664 1.363 303.645 302.588 304.843 498.440 6.544 497.570 493.607 502.858 65563.122 2916.084 65052.844 63421.820 67428.840
-57.05 302.421 2.174 302.031 301.109 304.337 496.274 5.109 496.101 492.881 499.728 66249.639 1824.200 66265.418 65018.723 67354.311
-57.150000000000006 293.073 4.143 294.079 291.164 295.695 472.879 37.091 491.528 441.504 504.722 63460.537 4401.712 64218.969 60261.602 66579.062
-57.25 287.828 2.944 287.768 285.678 289.747 451.757 9.759 453.041 446.937 458.212 55843.311 2686.042 56074.797 54527.277 57572.598
-57.349999999999994 293.037 9.114 295.254 283.032 301.152 470.369 12.122 468.139 461.156 476.981 70180.628 10303.431 72499.273 59173.938 78640.891
-57.45 300.180 7.432 302.496 301.138 304.775 451.424 20.291 458.743 454.074 462.034 72136.579 4584.283 72039.133 70058.172 74518.434
-57.55 276.770 7.910 273.704 270.931 279.847 384.256 33.515 370.545 359.832 401.709 63576.447 9659.889 61102.207 56479.906 70537.125
-57.650000000000006 276.086 2.358 275.708 274.224 278.303 370.227 9.570 370.350 363.798 377.762 51210.393 5483.344 50212.148 48062.464 53002.991
-57.75 277.747 1.255 277.565 276.835 278.447 382.101 6.029 381.467 377.924 385.501 49355.723 2713.424 49178.576 47541.122 51022.317
-57.849999999999994 279.339 1.290 279.372 278.554 280.074 380.829 5.508 380.287 377.299 383.676 47460.043 2557.314 47355.031 45985.043 48851.055
-57.95 280.165 1.002 280.196 279.528 280.753 380.321 4.416 380.488 377.810 383.246 47307.904 2325.843 47228.859 45953.652 48514.193
+r [Rsol] vr_mean [km/s] vr_stddev [km/s] vr_median [km/s] vr_q1 [km/s] vr_q3 [km/s] rho_mean [cm-3] rho_stddev [cm-3] rho_median [cm-3] rho_q1 [cm-3] rho_q3 [cm-3] T_mean [K] T_stddev [K] T_median [K] T_q1 [K] T_q3 [K] # data points
+19.35 285.947 4.615 285.851 282.700 287.159 6135.398 286.302 6211.850 5963.176 6395.785 74721.414 6572.700 75339.320 71529.840 76593.012 7
+20.65 295.715 7.733 296.830 287.439 302.007 5532.091 566.168 5694.766 5348.567 5933.121 72310.046 10621.686 74658.430 66575.309 79943.828 11
+20.75 293.085 7.599 292.540 288.221 300.674 5350.633 485.453 5420.714 5028.938 5579.573 60316.027 3731.764 59944.051 57973.672 64122.125 5
+23.35 273.562 1.717 272.925 272.178 274.521 3667.454 82.924 3633.854 3610.903 3701.228 50632.857 1197.058 50553.062 49929.064 51387.670 7
+23.45 275.115 2.475 274.902 273.028 276.422 3586.866 282.410 3534.470 3383.091 3722.939 51499.030 2950.047 51159.775 50118.389 52611.019 14
+23.55 279.943 6.268 276.902 275.424 285.932 3537.941 208.829 3480.958 3450.730 3578.025 51098.542 4719.069 51196.234 48245.379 51557.107 7
+23.65 286.017 17.352 277.998 274.230 289.786 3585.199 414.789 3619.896 3405.968 3799.126 51918.539 13065.496 49387.512 44089.568 57216.482 4
+23.75 297.075 35.025 290.789 282.888 301.569 3953.665 651.786 3991.645 3867.744 4130.870 64122.273 74961.028 52219.117 50509.643 55006.957 43
+23.85 286.395 5.925 285.303 282.650 289.370 3398.696 181.405 3324.497 3303.011 3514.136 52695.934 3781.989 52505.906 50586.297 54488.589 14
+23.95 221.599 0.708 221.599 221.245 221.953 2689.534 202.409 2689.534 2588.330 2790.739 106084.539 2436.602 106084.539 104866.238 107302.840 2
+24.05 227.702 3.912 227.286 224.245 231.673 3125.111 361.530 3045.494 2974.170 3339.916 95526.574 10897.949 94869.367 87613.801 100413.383 23
+25.05 250.498 2.245 250.755 249.192 251.932 2123.738 58.034 2157.854 2099.944 2164.589 91668.786 1406.568 91863.688 90860.312 92574.711 3
+25.15 237.628 12.378 231.198 229.761 247.508 2098.867 334.914 2149.632 1842.468 2196.445 118284.081 7184.984 117532.410 115060.027 119425.342 6
+25.25 419.691 78.660 419.691 380.361 459.021 290.010 39.474 290.010 270.273 309.746 454289.688 15970.594 454289.688 446304.391 462274.984 2
+25.35 342.686 6.527 342.580 338.493 346.992 272.660 43.447 260.620 237.218 296.316 312111.937 41522.414 308685.906 279975.961 345149.086 40
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diff --git a/STATISTICS/SPLIT_DATA/encounter_10_INGRESS_54.0-40.0Rs.dat b/STATISTICS/SPLIT_DATA/encounter_10_INGRESS_54.0-40.0Rs.dat
deleted file mode 100644
index 009168c4de42840ec479d1bf46f678ef5754cb23..0000000000000000000000000000000000000000
--- a/STATISTICS/SPLIT_DATA/encounter_10_INGRESS_54.0-40.0Rs.dat
+++ /dev/null
@@ -1,29191 +0,0 @@
-encounter_10: INGRESS
-r [km] vr [km/s] np [cm-3] T [K]
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diff --git a/STATISTICS/sim_data_eq.csv b/STATISTICS/sim_data_eq.csv
index 9fadd359c40c419a920679f8e17f2aa6dd68da6f..dddbf99540aae7d9f00fba43d9debc8d2f2941f0 100644
--- a/STATISTICS/sim_data_eq.csv
+++ b/STATISTICS/sim_data_eq.csv
@@ -27,976 +27,976 @@ nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,6.6816e+08,0,6.681
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,6.96e+08,0,6.96e+08,0
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,7.2384e+08,0,7.2384e+08,0
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,7.5168e+08,0,7.5168e+08,0
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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 9d4a84d3fa63fca769cea20336ebbdd60e23cd97..9a39aa3d4ef5f33f695e7b202207a42126b8b44e 100644
--- a/STATISTICS/sim_data_polar.csv
+++ b/STATISTICS/sim_data_polar.csv
@@ -27,976 +27,976 @@ nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,6.6816e+08,0,0,6.6
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,6.96e+08,0,0,6.96e+08
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,7.2384e+08,0,0,7.2384e+08
nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,0,7.5168e+08,0,0,7.5168e+08
--1.1616e-11,8.0293e-09,8.8177e-05,4.8788,12.474,-5.5072,-14.528,2.7135e-08,7.431e+08,-0.024544,1.5217,0,-0.33177,-0.67728,5409.1,1,7.7952e+08,0,0,7.7952e+08
--1.0267e-11,1.6296e-08,8.0293e-05,5.4583,12.379,-5.0231,-14.623,1.9447e-08,7.7098e+08,-0.024544,1.5217,0,-0.36312,-0.71691,16638,1,8.0736e+08,0,0,8.0736e+08
--8.919e-12,2.4562e-08,7.2409e-05,6.0377,12.283,-4.539,-14.718,1.176e-08,7.9886e+08,-0.024544,1.5217,0,-0.39448,-0.75654,27867,1,8.352e+08,0,0,8.352e+08
--7.9145e-12,3.1559e-08,6.6552e-05,6.155,12.168,-4.5373,-14.834,7.1309e-09,8.2673e+08,-0.024544,1.5217,0,-0.43679,-0.846,50593,1,8.6304e+08,0,0,8.6304e+08
--6.9349e-12,3.8464e-08,6.0841e-05,6.2389,12.051,-4.5704,-14.951,2.7232e-09,8.546e+08,-0.024544,1.5217,0,-0.4799,-0.93906,74150,1,8.9088e+08,0,0,8.9088e+08
--5.8474e-12,4.3246e-08,5.5713e-05,6.3137,11.934,-4.6118,-15.067,4.2959e-11,8.8247e+08,-0.024544,1.5217,0,-0.52186,-1.0248,1.0107e+05,1,9.1872e+08,0,0,9.1872e+08
--4.5934e-12,4.4758e-08,5.1485e-05,6.3747,11.819,-4.6657,-15.182,2.4963e-11,9.1033e+08,-0.024544,1.5217,0,-0.56204,-1.0993,1.3316e+05,1,9.4656e+08,0,0,9.4656e+08
--3.3395e-12,4.6271e-08,4.7257e-05,6.4357,11.705,-4.7197,-15.297,6.9666e-12,9.382e+08,-0.024544,1.5217,0,-0.60222,-1.1739,1.6525e+05,1,9.744e+08,0,0,9.744e+08
--2.1393e-12,4.5923e-08,4.3914e-05,6.4759,11.605,-4.7787,-15.396,3.2537e-12,9.6606e+08,-0.024544,1.5217,0,-0.64111,-1.2304,1.9787e+05,1,1.0022e+09,0,0,1.0022e+09
--9.483e-13,4.5259e-08,4.0722e-05,6.5126,11.509,-4.8386,-15.493,1.9744e-12,9.9393e+08,-0.024544,1.5217,0,-0.67977,-1.2839,2.3059e+05,1,1.0301e+09,0,0,1.0301e+09
-1.667e-13,4.438e-08,3.7762e-05,6.5439,11.419,-4.8971,-15.583,1.0173e-12,1.0218e+09,-0.024544,1.5217,0,-0.71881,-1.3369,2.6181e+05,1,1.0579e+09,0,0,1.0579e+09
-1.1167e-12,4.3035e-08,3.5307e-05,6.5635,11.344,-4.9525,-15.658,7.5945e-13,1.0496e+09,-0.024544,1.5217,0,-0.75868,-1.3889,2.8981e+05,1,1.0858e+09,0,0,1.0858e+09
-2.0667e-12,4.1689e-08,3.2851e-05,6.5831,11.269,-5.0078,-15.733,5.0163e-13,1.0775e+09,-0.024544,1.5217,0,-0.79854,-1.4408,3.178e+05,1,1.1136e+09,0,0,1.1136e+09
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+1.5589e-14,1.8702e-11,3.0542e-08,5.9345,7.8236,-9.1018,-19.178,8.0167e-21,2.722e+10,-0.024544,1.5217,0,0.011144,-0.029667,8.6969e+05,1,2.7255e+10,0,0,2.7255e+10
+2.3065e-14,1.87e-11,3.0479e-08,5.9344,7.8227,-9.1028,-19.179,7.9796e-21,2.7248e+10,-0.024544,1.5217,0,-0.013637,-0.037663,8.6972e+05,1,2.7283e+10,0,0,2.7283e+10
+3.0032e-14,1.8698e-11,3.0418e-08,5.9343,7.8218,-9.1039,-19.18,7.9428e-21,2.7276e+10,-0.024544,1.5217,0,-0.036603,-0.04684,8.6976e+05,1,2.7311e+10,0,0,2.7311e+10
+3.6998e-14,1.8696e-11,3.0356e-08,5.9342,7.8209,-9.1049,-19.181,7.9061e-21,2.7304e+10,-0.024544,1.5217,0,-0.059567,-0.056018,8.6979e+05,1,2.7339e+10,0,0,2.7339e+10
+4.2667e-14,1.8694e-11,3.0294e-08,5.9341,7.82,-9.1059,-19.182,7.8697e-21,2.7331e+10,-0.024544,1.5217,0,-0.078081,-0.065255,8.6983e+05,1,2.7367e+10,0,0,2.7367e+10
+4.7955e-14,1.8692e-11,3.0233e-08,5.9339,7.8191,-9.1069,-19.183,7.8335e-21,2.7359e+10,-0.024544,1.5217,0,-0.095294,-0.07451,8.6986e+05,1,2.7395e+10,0,0,2.7395e+10
+5.2692e-14,1.8689e-11,3.0172e-08,5.9338,7.8182,-9.1079,-19.183,7.7974e-21,2.7387e+10,-0.024544,1.5217,0,-0.11061,-0.083488,8.699e+05,1,2.7422e+10,0,0,2.7422e+10
+5.5629e-14,1.8687e-11,3.0111e-08,5.9337,7.8173,-9.109,-19.184,7.7616e-21,2.7415e+10,-0.024544,1.5217,0,-0.11973,-0.091566,8.6993e+05,1,2.745e+10,0,0,2.745e+10
+5.8566e-14,1.8684e-11,3.005e-08,5.9336,7.8163,-9.11,-19.185,7.7259e-21,2.7443e+10,-0.024544,1.5217,0,-0.12885,-0.099643,8.6997e+05,1,2.7478e+10,0,0,2.7478e+10
+5.9606e-14,1.868e-11,2.999e-08,5.9335,7.8154,-9.111,-19.186,7.6905e-21,2.7471e+10,-0.024544,1.5217,0,-0.13146,-0.10624,8.7e+05,1,2.7506e+10,0,0,2.7506e+10
+5.9816e-14,1.8676e-11,2.9929e-08,5.9334,7.8145,-9.112,-19.187,7.6553e-21,2.7498e+10,-0.024544,1.5217,0,-0.13123,-0.11219,8.7004e+05,1,2.7534e+10,0,0,2.7534e+10
+5.9604e-14,1.8671e-11,2.9869e-08,5.9333,7.8136,-9.113,-19.188,7.6201e-21,2.7526e+10,-0.024544,1.5217,0,-0.12952,-0.11768,8.7007e+05,1,2.7562e+10,0,0,2.7562e+10
+5.7116e-14,1.8665e-11,2.9809e-08,5.9332,7.8127,-9.114,-19.189,7.5856e-21,2.7554e+10,-0.024544,1.5217,0,-0.11984,-0.12066,8.7011e+05,1,2.7589e+10,0,0,2.7589e+10
+5.4627e-14,1.8658e-11,2.9749e-08,5.933,7.8118,-9.1151,-19.19,7.551e-21,2.7582e+10,-0.024544,1.5217,0,-0.11016,-0.12365,8.7014e+05,1,2.7617e+10,0,0,2.7617e+10
+5.0879e-14,1.8651e-11,2.9689e-08,5.9329,7.8109,-9.1161,-19.191,7.5162e-21,2.761e+10,-0.024544,1.5217,0,-0.096049,-0.12459,8.7018e+05,1,2.7645e+10,0,0,2.7645e+10
+4.6349e-14,1.8643e-11,2.963e-08,5.9328,7.8101,-9.117,-19.192,7.4814e-21,2.7638e+10,-0.024544,1.5217,0,-0.079193,-0.12425,8.7021e+05,1,2.7673e+10,0,0,2.7673e+10
+4.1544e-14,1.8635e-11,2.957e-08,5.9327,7.8092,-9.118,-19.192,7.4469e-21,2.7665e+10,-0.024544,1.5217,0,-0.061391,-0.12344,8.7024e+05,1,2.7701e+10,0,0,2.7701e+10
+3.3482e-14,1.8623e-11,2.9511e-08,5.9326,7.8081,-9.1193,-19.194,7.4174e-21,2.7693e+10,-0.024544,1.5217,0,-0.032411,-0.11701,8.7029e+05,1,2.7729e+10,0,0,2.7729e+10
+2.5421e-14,1.8611e-11,2.9452e-08,5.9324,7.807,-9.1205,-19.195,7.388e-21,2.7721e+10,-0.024544,1.5217,0,-0.0034301,-0.11058,8.7033e+05,1,2.7756e+10,0,0,2.7756e+10
+1.8788e-14,1.8601e-11,2.9393e-08,5.9323,7.8061,-9.1215,-19.196,7.3545e-21,2.7749e+10,-0.024544,1.5217,0,0.020309,-0.10468,8.7037e+05,1,2.7784e+10,0,0,2.7784e+10
+1.3374e-14,1.8593e-11,2.9335e-08,5.9322,7.8054,-9.1223,-19.196,7.3174e-21,2.7777e+10,-0.024544,1.5217,0,0.039569,-0.099231,8.7039e+05,1,2.7812e+10,0,0,2.7812e+10
+7.9611e-15,1.8585e-11,2.9276e-08,5.9321,7.8047,-9.1231,-19.197,7.2804e-21,2.7805e+10,-0.024544,1.5217,0,0.058829,-0.093782,8.7042e+05,1,2.784e+10,0,0,2.784e+10
diff --git a/binned_stats.py b/binned_stats.py
index 636918297cdfc79def717e96ff410513e608fd6f..13577d1395a8248cf252cc226a342528ddd4a3ab 100644
--- a/binned_stats.py
+++ b/binned_stats.py
@@ -29,6 +29,10 @@ if not os.path.isdir(STAT_SAVE_DIR):
def main():
+ # Create variables for binned stats overall (# points and distance)
+ num_points = np.array([])
+ bin_dist = np.array([])
+
# DEFINE A NAME FOR THE STATISTICAL DATA FILES (WITH FUTURE
# ADJUSTMENT NECESSARY) AND MAKE FIRST ENTRIES
stat_file_name = "PSP_STATISTICS.dat"
@@ -40,7 +44,8 @@ def main():
"rho_mean [cm-3]\t rho_stddev [cm-3]\t "
"rho_median [cm-3]\t rho_q1 [cm-3]\t rho_q3 [cm-3]\t "
"T_mean [K]\t T_stddev [K]\t "
- "T_median [K]\t T_q1 [K]\t T_q3 [K]\n")
+ "T_median [K]\t T_q1 [K]\t T_q3 [K]\t "
+ "# data points\n")
# Make sure to empty the directory containing the bin plots for
# before starting to save files from a new run.
@@ -91,8 +96,9 @@ def main():
f"{stat_rho['q3']:.3f}\t "
f"{stat_temp['mean']:.3f}\t {stat_temp['stddev']:.3f}\t "
f"{stat_temp['median']:.3f}\t {stat_temp['q1']:.3f}\t "
- f"{stat_temp['q3']:.3f}\n")
-
+ f"{stat_temp['q3']:.3f}\t "
+ f"{len(vr)}\n")
+
if __name__ == "__main__":
gp.rc_setup()
diff --git a/comp_data_plots.py b/comp_data_plots.py
index 5a7bc8a5b141d274283b3fa34b963744b14aa911..0a70d4898896f5f9dcbc11ab118325cdfa82b003 100644
--- a/comp_data_plots.py
+++ b/comp_data_plots.py
@@ -6,6 +6,7 @@ from MODULES.Plotting import comp_plotset as cp
# Necessary global variables
PSP_STAT_DIR = f"{sys.path[0]}/STATISTICS"
+ML_CONT = f"{sys.path[0]}/STATISTICS/MASSLOSS_CONTOURS"
PLOT_SAVE_DIR = f"{sys.path[0]}/PLOTS/ComparisonPlots"
@@ -17,9 +18,19 @@ def main():
PSP_stats = data_read.PSPStatData(f"{PSP_STAT_DIR}/PSP_STATISTICS.dat",
sim_data_eq)
+ # Generate individual plots for each parameter of interest
for indicator in ["vr", "np", "T", "massloss", "rampressure"]:
cp.comparison_plot(indicator, PSP_stats, sim_data_eq, sim_data_pol,
PLOT_SAVE_DIR)
+
+ # Use more specific plotting set-ups tailored to the paper
+ cp.bin_meas_numb(PSP_stats, PLOT_SAVE_DIR)
+ cp.paper_npT_com(PSP_stats, sim_data_eq, sim_data_pol, PLOT_SAVE_DIR)
+
+ # RP and ML, with integrated ML
+ mli_dist, mli_ml = data_read.massloss_interpolate(f"{ML_CONT}")
+ cp.paper_plot_mlrp(PSP_stats, sim_data_eq, sim_data_pol, mli_dist, mli_ml,
+ PLOT_SAVE_DIR)
if __name__ == "__main__":
diff --git a/ingress_egress.py b/ingress_egress.py
index fbe1b6294d1565c401f156b8b5ab5f9e6aabef2e..ea4bf7289ce84338e6271dc934d40c60608461e4 100644
--- a/ingress_egress.py
+++ b/ingress_egress.py
@@ -1,6 +1,8 @@
import os
import sys
import typing as tp
+
+import matplotlib.pyplot as plt
import numpy as np
from astropy.constants import R_sun
from astropy import units as u
@@ -125,7 +127,8 @@ def orbit_plots(folder: str) -> None:
# Create (archaic) sorted list of files by asc. encounter number
# varying ingress - egress
raw_file_list = sorted(os.listdir(folder))
- file_list = raw_file_list[1:] + [raw_file_list[0]]
+ # file_list = raw_file_list[1:] + [raw_file_list[0]]
+ file_list = raw_file_list
# Loop over all split files in the directory
for file in file_list:
@@ -161,16 +164,20 @@ def orbit_plots(folder: str) -> None:
# Finalize and save individual plots
ax_vr.legend()
+ plt.tight_layout()
fig_vr.savefig(f"{PLOT_SAVE_DIR}/PSP_AR_RadialVelocity.eps")
ax_np.legend()
+ plt.tight_layout()
fig_np.savefig(f"{PLOT_SAVE_DIR}/PSP_AR_Density.eps")
ax_t.legend()
+ plt.tight_layout()
fig_t.savefig(f"{PLOT_SAVE_DIR}/PSP_AR_Temperature.eps")
# Finalize and save total plot
ax_vr_com[0].legend(ncol=3)
+ ax_vr_com[1].legend()
fig_com.tight_layout()
fig_com.savefig(f"{PLOT_SAVE_DIR}/PSP_I-E_measurements.eps")
@@ -178,13 +185,14 @@ def orbit_plots(folder: str) -> None:
def plot_stats(ax, stat_data, key_name):
"""DOC"""
ax.plot(stat_data["r"], stat_data[key_name]["mean"],
- lw=2, color="darkgreen", zorder=5)
+ lw=2, color="tab:blue",
+ label="mean", zorder=5)
ax.fill_between(
x=stat_data["r"],
y1=stat_data[key_name]["mean"] - stat_data[key_name]["stddev"],
y2=stat_data[key_name]["mean"] + stat_data[key_name]["stddev"],
- color="tab:green", alpha=0.5, zorder=4)
+ color="lightblue", label="1$\\sigma$", zorder=4)
if __name__ == "__main__":
diff --git a/main_data.py b/main_data.py
index 17791772d65c2a8e65e7f6aa6e0ea896c974cc86..1aea3ab3ef95a908953e7c84f3775e58ead8173f 100644
--- a/main_data.py
+++ b/main_data.py
@@ -10,6 +10,7 @@ from MODULES.Plotting import general_plotset as gp
from MODULES.Statistics import data_binning as db
from MODULES.Statistics import stats as st
from MODULES.Statistics import turn_around as ta
+from MODULES.Miscellaneous import write_log
from astropy.constants import R_sun
# CDF library (is needed to interface with the measurement data files)
@@ -17,8 +18,7 @@ from astropy.constants import R_sun
os.environ["CDF_LIB"] = "/usr/local/cdf/lib"
# NECESSARY GLOBAL VARIABLES
-ENCOUNTER_NUM = ["encounter_7", "encounter_8",
- "encounter_9", "encounter_10"]
+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"
@@ -31,6 +31,9 @@ if not os.path.isdir(DATA_ROOT):
def main():
+ # Start the logging file
+ write_log.start_log()
+
# Total array initialization
r_tot = vr_tot = temp_tot = np_tot = np.array([])
@@ -61,6 +64,9 @@ def main():
theta_file = epoch_file = np.array([])
label.append(folder)
+ # Instantiate total, non-reduced array for logging
+ logging_raw_array = np.array([])
+
for file in sorted(os.listdir(data_location)):
# Sanity check: print current file name
@@ -71,6 +77,9 @@ def main():
cdf_data = pycdf.CDF(f"{data_location}/{file}")
data = dh.data_generation(cdf_data)
+ # Log the number of data points before reduction
+ logging_raw_array = np.append(logging_raw_array, data["epoch"])
+
# Indices of non-usable data from general flag + reduction
bad_ind = dq.general_flag(data["dqf"])
data = dh.full_reduction(data, bad_ind)
@@ -104,6 +113,11 @@ def main():
# for approach and recession independently
ta.approach_recession_slicing(folder, temp_data_dict)
+ # Log the total amount of measurements per encounter for future
+ # reference
+ write_log.append_raw_data(folder, logging_raw_array)
+ write_log.append_encounter_data(folder, temp_data_dict["r"])
+
# Total value arrays
r_tot = np.append(r_tot, r_file)
vr_tot = np.append(vr_tot, vr_file)