diff --git a/charts/geometric.svg b/charts/geometric.svg
index d0ae692..c9a94ba 100644
--- a/charts/geometric.svg
+++ b/charts/geometric.svg
@@ -6,7 +6,7 @@
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-05-03T20:23:41.328657</dc:date>
+    <dc:date>2024-06-20T17:01:06.224764</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
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 L 57.6 244.224 
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-" clip-path="url(#p53dfc6246f)" style="fill: #1f77b4"/>
+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 94.8 256.896 
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-" clip-path="url(#p53dfc6246f)" style="fill: #1f77b4"/>
+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 132 267.0336 
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-" clip-path="url(#p53dfc6246f)" style="fill: #1f77b4"/>
+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 169.2 275.14368 
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 L 206.4 281.631744 
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-" clip-path="url(#p53dfc6246f)" style="fill: #1f77b4"/>
+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 243.6 286.822195 
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+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 318 294.296445 
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+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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-" clip-path="url(#p53dfc6246f)" style="fill: #1f77b4"/>
+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 392.4 299.079965 
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+" clip-path="url(#pba068d7941)" style="fill: #1f77b4"/>
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 L 102.24 228.384 
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 L 109.68 256.896 
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diff --git a/src/distributions/geometric.py b/src/distributions/geometric.py
index 57fed29..9dc7f5d 100644
--- a/src/distributions/geometric.py
+++ b/src/distributions/geometric.py
@@ -7,7 +7,7 @@ def save_to(directory: str, extension: str):
     # Possible values of p for the distribution
     p_values = [0.2, 0.5, 0.8]
     # Possible outcomes for a Geometric distributed variable
-    outcomes = np.arange(1, 11)
+    outcomes = np.arange(0, 10)
 
     # Creating the figure and the axis
     fig, ax = plt.subplots()
@@ -15,11 +15,13 @@ def save_to(directory: str, extension: str):
 
     # Plotting the PMF for each value of p
     for i, p in enumerate(p_values):
-        ax.bar(outcomes + i * width - width, geom.pmf(outcomes, p), width=width, label=f'p = {p}')
+        # Specify loc=-1 correct for the difference in the definition of the geometric distribution in scipy
+        # and the definition in the rand crate
+        ax.bar(outcomes + i * width - width, geom.pmf(outcomes, p, loc=-1), width=width, label=f'p = {p}')
 
     # Adding title and labels
     ax.set_title('Geometric distribution')
-    ax.set_xlabel('Number of trials until first success')
+    ax.set_xlabel('Number of failures before first success')
     ax.set_ylabel('Probability')
     ax.set_xticks(outcomes)  # set the ticks to be the outcome values