From 89bd6e18ea74543f142eb2fd5c9a0d1bca1e6a76 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Fri, 27 Dec 2024 17:02:38 +0000
Subject: [PATCH 1/9] init: new prints test

---
 .README.md.swp                        |  Bin 0 -> 4096 bytes
 rocketpy/prints/monte_carlo_prints.py |   13 +-
 uv.lock                               | 1774 +++++++++++++++++++++++++
 3 files changed, 1783 insertions(+), 4 deletions(-)
 create mode 100644 .README.md.swp
 create mode 100644 uv.lock

diff --git a/.README.md.swp b/.README.md.swp
new file mode 100644
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diff --git a/rocketpy/prints/monte_carlo_prints.py b/rocketpy/prints/monte_carlo_prints.py
index dc7cc1265..6c258ee7f 100644
--- a/rocketpy/prints/monte_carlo_prints.py
+++ b/rocketpy/prints/monte_carlo_prints.py
@@ -1,3 +1,5 @@
+import numpy as np
+
 class _MonteCarloPrints:
     """Class to print the monte carlo analysis results."""
 
@@ -21,10 +23,13 @@ def all(self):
         print("Data Source: ", self.monte_carlo.filename)
         print("Number of simulations: ", self.monte_carlo.num_of_loaded_sims)
         print("Results: \n")
-        print(f"{'Parameter':>25} {'Mean':>15} {'Std. Dev.':>15}")
-        print("-" * 60)
+        print(f"{'Parameter':>25} {'Mean':>15} {'Std. Dev.':>15} {'95% PI Low':>15} {'95% PI High':>15}")
+        print("-" * 90)
         for key, value in self.monte_carlo.processed_results.items():
             try:
-                print(f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f}")
+                data = self.monte_carlo.results[key]
+                pi_low = np.quantile(data, 0.025)
+                pi_high = np.quantile(data, 0.975)
+                print(f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f} {pi_low:>15.3f} {pi_high:>15.3f}")
             except TypeError:
-                print(f"{key:>25} {str(value[0]):>15} {str(value[1]):>15}")
+                print(f"{key:>25} {str(value[0]):>15} {str(value[1]):>15} {'N/A':>15} {'N/A':>15}")
diff --git a/uv.lock b/uv.lock
new file mode 100644
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From 6c1c439c1ec7974b20cdc28405b601850d68d495 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Fri, 27 Dec 2024 17:13:51 +0000
Subject: [PATCH 2/9] move new prints into mc class itself

---
 rocketpy/prints/monte_carlo_prints.py | 7 ++-----
 rocketpy/simulation/monte_carlo.py    | 7 +++++--
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/rocketpy/prints/monte_carlo_prints.py b/rocketpy/prints/monte_carlo_prints.py
index 6c258ee7f..5b9cf2a94 100644
--- a/rocketpy/prints/monte_carlo_prints.py
+++ b/rocketpy/prints/monte_carlo_prints.py
@@ -23,13 +23,10 @@ def all(self):
         print("Data Source: ", self.monte_carlo.filename)
         print("Number of simulations: ", self.monte_carlo.num_of_loaded_sims)
         print("Results: \n")
-        print(f"{'Parameter':>25} {'Mean':>15} {'Std. Dev.':>15} {'95% PI Low':>15} {'95% PI High':>15}")
+        print(f"{'Parameter':>25} {'Mean':>15} {'Median':>15} {'Std. Dev.':>15} {'95% PI Lower':>15} {'95% PI Upper':>15}")
         print("-" * 90)
         for key, value in self.monte_carlo.processed_results.items():
             try:
-                data = self.monte_carlo.results[key]
-                pi_low = np.quantile(data, 0.025)
-                pi_high = np.quantile(data, 0.975)
-                print(f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f} {pi_low:>15.3f} {pi_high:>15.3f}")
+                print(f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f} {value[2]:>15.3f} {value[3]:>15.3f} {value[4]:>15.3f}")
             except TypeError:
                 print(f"{key:>25} {str(value[0]):>15} {str(value[1]):>15} {'N/A':>15} {'N/A':>15}")
diff --git a/rocketpy/simulation/monte_carlo.py b/rocketpy/simulation/monte_carlo.py
index 926576831..7f6689599 100644
--- a/rocketpy/simulation/monte_carlo.py
+++ b/rocketpy/simulation/monte_carlo.py
@@ -722,9 +722,12 @@ def set_processed_results(self):
             try:
                 mean = np.mean(values)
                 stdev = np.std(values)
-                self.processed_results[result] = (mean, stdev)
+                pi_low = np.quantile(values, 0.025)
+                pi_high = np.quantile(values, 0.975)
+                median = np.median(values)
+                self.processed_results[result] = (mean, median, stdev, pi_low, pi_high)
             except TypeError:
-                self.processed_results[result] = (None, None)
+                self.processed_results[result] = (None, None, None, None, None)
 
     # Import methods
 

From 34d32015c80512d563606f4502b87fe9dceb003e Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Sat, 28 Dec 2024 20:14:10 +0000
Subject: [PATCH 3/9] enh: boxplots added to histograms in montecarlo plots

---
 .README.md.swp                        |  Bin 4096 -> 0 bytes
 rocketpy/plots/monte_carlo_plots.py   |   18 +-
 rocketpy/prints/monte_carlo_prints.py |   15 +-
 uv.lock                               | 1774 -------------------------
 4 files changed, 24 insertions(+), 1783 deletions(-)
 delete mode 100644 .README.md.swp
 delete mode 100644 uv.lock

diff --git a/.README.md.swp b/.README.md.swp
deleted file mode 100644
index 98741526b8583f8c2e799201be4bc25bce76b253..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 4096
zcmYc?2=nw+u+%eP00IF9hG!3R(|6s;VKD1rU`Q=X%*zFd69B=fd8sKWdO7*Yi8=U`
z)`1PwcS$Wv&B-rFEz%FlPtHy)38>Uf%P-2-4{~*M@paY9O~GfzsN84>jD`TYA;8OE
xY-9+|>dH!r3c^C6<Qg=pZ!`o(Ltr!nMnhmU1V%$(Gz3ONU^E0qLtqGo005QS9-aUI

diff --git a/rocketpy/plots/monte_carlo_plots.py b/rocketpy/plots/monte_carlo_plots.py
index 802fe7e57..065339768 100644
--- a/rocketpy/plots/monte_carlo_plots.py
+++ b/rocketpy/plots/monte_carlo_plots.py
@@ -173,10 +173,18 @@ def all(self, keys=None):
                 )
         else:
             raise ValueError("The 'keys' argument must be a string, list, or tuple.")
-
         for key in keys:
-            plt.figure()
-            plt.hist(self.monte_carlo.results[key])
-            plt.title(f"Histogram of {key}")
-            plt.ylabel("Number of Occurrences")
+            fig, (ax1, ax2) = plt.subplots(2, 1, height_ratios=[1, 3], figsize=(8, 8))
+
+            # Plot boxplot
+            ax1.boxplot(self.monte_carlo.results[key], vert=False)
+            ax1.set_xlabel(key)
+            ax1.set_title(f"Box Plot of {key}")
+
+            # Plot histogram
+            ax2.hist(self.monte_carlo.results[key])
+            ax2.set_title(f"Histogram of {key}")
+            ax2.set_ylabel("Number of Occurrences")
+
+            plt.tight_layout()
             plt.show()
diff --git a/rocketpy/prints/monte_carlo_prints.py b/rocketpy/prints/monte_carlo_prints.py
index 5b9cf2a94..e544bf9a0 100644
--- a/rocketpy/prints/monte_carlo_prints.py
+++ b/rocketpy/prints/monte_carlo_prints.py
@@ -1,5 +1,6 @@
 import numpy as np
 
+
 class _MonteCarloPrints:
     """Class to print the monte carlo analysis results."""
 
@@ -23,10 +24,16 @@ def all(self):
         print("Data Source: ", self.monte_carlo.filename)
         print("Number of simulations: ", self.monte_carlo.num_of_loaded_sims)
         print("Results: \n")
-        print(f"{'Parameter':>25} {'Mean':>15} {'Median':>15} {'Std. Dev.':>15} {'95% PI Lower':>15} {'95% PI Upper':>15}")
-        print("-" * 90)
+        print(
+            f"{'Parameter':>25} {'Mean':>15} {'Median':>15} {'Std. Dev.':>15} {'95% PI Lower':>15} {'95% PI Upper':>15}"
+        )
+        print("-" * 110)
         for key, value in self.monte_carlo.processed_results.items():
             try:
-                print(f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f} {value[2]:>15.3f} {value[3]:>15.3f} {value[4]:>15.3f}")
+                print(
+                    f"{key:>25} {value[0]:>15.3f} {value[1]:>15.3f} {value[2]:>15.3f} {value[3]:>15.3f} {value[4]:>15.3f}"
+                )
             except TypeError:
-                print(f"{key:>25} {str(value[0]):>15} {str(value[1]):>15} {'N/A':>15} {'N/A':>15}")
+                print(
+                    f"{key:>25} {str(value[0]):>15} {str(value[1]):>15} {'N/A':>15} {'N/A':>15}"
+                )
diff --git a/uv.lock b/uv.lock
deleted file mode 100644
index bdda4d876..000000000
--- a/uv.lock
+++ /dev/null
@@ -1,1774 +0,0 @@
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From e5e9e0955da8d9947f467e0b0ad32dc75956006b Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Sat, 28 Dec 2024 20:28:18 +0000
Subject: [PATCH 4/9] DOC: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3aa74969b..fc74b8420 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -48,6 +48,7 @@ Attention: The newest changes should be on top -->
 
 - REL: update version to 1.7.1 in configuration files [#750](https://github.com/RocketPy-Team/RocketPy/pull/750)
 - MNT: Refactor Tank's testing Assertion with CAD data. [#678](https://github.com/RocketPy-Team/RocketPy/pull/678)
+ENH: Display more information in MonteCarlo prints and plots [#760](https://github.com/RocketPy-Team/RocketPy/pull/760)
 
 ### Fixed
 

From b0137e1ac2783edeeb2af581321e0e2989328b9f Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Sat, 28 Dec 2024 21:03:18 +0000
Subject: [PATCH 5/9] DOC: fix changelog issues

---
 CHANGELOG.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc74b8420..04be87196 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -35,7 +35,7 @@ Attention: The newest changes should be on top -->
 -
 
 ### Changed
-
+- ENH: Display more information in MonteCarlo prints and plots [#760](https://github.com/RocketPy-Team/RocketPy/pull/760)
 -
 
 ### Fixed
@@ -48,7 +48,6 @@ Attention: The newest changes should be on top -->
 
 - REL: update version to 1.7.1 in configuration files [#750](https://github.com/RocketPy-Team/RocketPy/pull/750)
 - MNT: Refactor Tank's testing Assertion with CAD data. [#678](https://github.com/RocketPy-Team/RocketPy/pull/678)
-ENH: Display more information in MonteCarlo prints and plots [#760](https://github.com/RocketPy-Team/RocketPy/pull/760)
 
 ### Fixed
 

From 7a4a6b9a0f7ea8e8d50b73bedb442fb4dfd2a759 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Sat, 28 Dec 2024 21:12:27 +0000
Subject: [PATCH 6/9] ENH: cleaner calculation of result parameters

---
 rocketpy/simulation/monte_carlo.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/rocketpy/simulation/monte_carlo.py b/rocketpy/simulation/monte_carlo.py
index 7f6689599..16b47c64c 100644
--- a/rocketpy/simulation/monte_carlo.py
+++ b/rocketpy/simulation/monte_carlo.py
@@ -722,12 +722,17 @@ def set_processed_results(self):
             try:
                 mean = np.mean(values)
                 stdev = np.std(values)
+                self.processed_results[result] = (mean, stdev)
                 pi_low = np.quantile(values, 0.025)
                 pi_high = np.quantile(values, 0.975)
                 median = np.median(values)
-                self.processed_results[result] = (mean, median, stdev, pi_low, pi_high)
             except TypeError:
-                self.processed_results[result] = (None, None, None, None, None)
+                mean = None
+                stdev = None
+                pi_low = None
+                pi_high = None
+                median = None
+            self.processed_results[result] = (mean, median, stdev, pi_low, pi_high)
 
     # Import methods
 

From 084f32ca6d81ec480fbebc47cb9b6ac893f53aa3 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Fri, 3 Jan 2025 00:34:32 +0000
Subject: [PATCH 7/9] enh: cleanup monte-carlo plots

---
 rocketpy/plots/monte_carlo_plots.py   | 3 ++-
 rocketpy/prints/monte_carlo_prints.py | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/rocketpy/plots/monte_carlo_plots.py b/rocketpy/plots/monte_carlo_plots.py
index 065339768..83a475d81 100644
--- a/rocketpy/plots/monte_carlo_plots.py
+++ b/rocketpy/plots/monte_carlo_plots.py
@@ -178,13 +178,14 @@ def all(self, keys=None):
 
             # Plot boxplot
             ax1.boxplot(self.monte_carlo.results[key], vert=False)
-            ax1.set_xlabel(key)
             ax1.set_title(f"Box Plot of {key}")
+            ax1.set_yticks([])
 
             # Plot histogram
             ax2.hist(self.monte_carlo.results[key])
             ax2.set_title(f"Histogram of {key}")
             ax2.set_ylabel("Number of Occurrences")
+            ax1.set_xticks([])
 
             plt.tight_layout()
             plt.show()
diff --git a/rocketpy/prints/monte_carlo_prints.py b/rocketpy/prints/monte_carlo_prints.py
index e544bf9a0..3cf293541 100644
--- a/rocketpy/prints/monte_carlo_prints.py
+++ b/rocketpy/prints/monte_carlo_prints.py
@@ -35,5 +35,5 @@ def all(self):
                 )
             except TypeError:
                 print(
-                    f"{key:>25} {str(value[0]):>15} {str(value[1]):>15} {'N/A':>15} {'N/A':>15}"
+                    f"{key:>25} {'N/A':>15} {'N/A':>15} {'N/A':>15} {'N/A':>15} {'N/A':>15}"
                 )

From 01d0c287638cf94af670f2bc44cffb7e575b8b28 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Fri, 3 Jan 2025 00:56:17 +0000
Subject: [PATCH 8/9] STY: linting fixes and re-format

---
 .../Cd_PowerOff.csv                           |    1 +
 .../dispersion_analysis_inputs/Cd_PowerOn.csv |    1 +
 .../LASC2019_reanalysis.nc                    |    1 +
 .../Valetudo_basemap_final.jpg                |    1 +
 .../thrustCurve.csv                           |    1 +
 rocketpy/plots/monte_carlo_plots.py           |    2 +-
 rocketpy/prints/monte_carlo_prints.py         |    3 -
 uv.lock                                       | 1770 +++++++++++++++++
 8 files changed, 1776 insertions(+), 4 deletions(-)
 create mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
 create mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
 create mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
 create mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg
 create mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/thrustCurve.csv
 create mode 100644 uv.lock

diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
new file mode 100644
index 000000000..1becba2bb
--- /dev/null
+++ b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
@@ -0,0 +1 @@
+404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
new file mode 100644
index 000000000..1becba2bb
--- /dev/null
+++ b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
@@ -0,0 +1 @@
+404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
new file mode 100644
index 000000000..1becba2bb
--- /dev/null
+++ b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
@@ -0,0 +1 @@
+404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg
new file mode 100644
index 000000000..1becba2bb
--- /dev/null
+++ b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg
@@ -0,0 +1 @@
+404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/thrustCurve.csv b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/thrustCurve.csv
new file mode 100644
index 000000000..1becba2bb
--- /dev/null
+++ b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/thrustCurve.csv
@@ -0,0 +1 @@
+404: Not Found
\ No newline at end of file
diff --git a/rocketpy/plots/monte_carlo_plots.py b/rocketpy/plots/monte_carlo_plots.py
index 83a475d81..f8a4e07a3 100644
--- a/rocketpy/plots/monte_carlo_plots.py
+++ b/rocketpy/plots/monte_carlo_plots.py
@@ -174,7 +174,7 @@ def all(self, keys=None):
         else:
             raise ValueError("The 'keys' argument must be a string, list, or tuple.")
         for key in keys:
-            fig, (ax1, ax2) = plt.subplots(2, 1, height_ratios=[1, 3], figsize=(8, 8))
+            _, (ax1, ax2) = plt.subplots(2, 1, height_ratios=[1, 3], figsize=(8, 8))
 
             # Plot boxplot
             ax1.boxplot(self.monte_carlo.results[key], vert=False)
diff --git a/rocketpy/prints/monte_carlo_prints.py b/rocketpy/prints/monte_carlo_prints.py
index 3cf293541..ad2c5c402 100644
--- a/rocketpy/prints/monte_carlo_prints.py
+++ b/rocketpy/prints/monte_carlo_prints.py
@@ -1,6 +1,3 @@
-import numpy as np
-
-
 class _MonteCarloPrints:
     """Class to print the monte carlo analysis results."""
 
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 000000000..66b88c4bb
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1770 @@
+version = 1
+requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version < '3.11'",
+    "python_full_version == '3.11.*'",
+    "python_full_version >= '3.12'",
+]
+
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From 196c4f044aeee16dd0ca39c2d679250ee4830dc4 Mon Sep 17 00:00:00 2001
From: Evan Madurai <evanm@Senedd.local>
Date: Fri, 3 Jan 2025 00:57:03 +0000
Subject: [PATCH 9/9] STL: remove extra files

---
 .../Cd_PowerOff.csv                           |    1 -
 .../dispersion_analysis_inputs/Cd_PowerOn.csv |    1 -
 .../LASC2019_reanalysis.nc                    |    1 -
 .../Valetudo_basemap_final.jpg                |    1 -
 .../thrustCurve.csv                           |    1 -
 uv.lock                                       | 1770 -----------------
 6 files changed, 1775 deletions(-)
 delete mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
 delete mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
 delete mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
 delete mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg
 delete mode 100644 docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/thrustCurve.csv
 delete mode 100644 uv.lock

diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
deleted file mode 100644
index 1becba2bb..000000000
--- a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOff.csv
+++ /dev/null
@@ -1 +0,0 @@
-404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
deleted file mode 100644
index 1becba2bb..000000000
--- a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Cd_PowerOn.csv
+++ /dev/null
@@ -1 +0,0 @@
-404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
deleted file mode 100644
index 1becba2bb..000000000
--- a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/LASC2019_reanalysis.nc
+++ /dev/null
@@ -1 +0,0 @@
-404: Not Found
\ No newline at end of file
diff --git a/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg b/docs/notebooks/monte_carlo_analysis/dispersion_analysis_inputs/Valetudo_basemap_final.jpg
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