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diff --git a/content/posts/finance/monte_carlo/Black-Scholes/index.md b/content/posts/finance/monte_carlo/Black-Scholes/index.md
@@ -154,11 +154,11 @@ plt.ylabel("Frequency")
 plt.show()
 ```
 
-{{< img src="/posts/finance/monte_carlo/Black-Scholes/images/simulation_path.png" align="center" title="Paths">}}
+{{< img src="/posts/finance/monte_carlo/black-scholes/images/simulation_path.png" align="center" title="Paths">}}
 
 These visualizations show the range of possible stock price paths and the distribution of final stock prices, providing insight into the option's potential outcomes.
 
-{{< img src="/posts/finance/monte_carlo/Black-Scholes/images/simulation_histogram.png" align="center" title="Histogram">}}
+{{< img src="/posts/finance/monte_carlo/black-scholes/images/simulation_histogram.png" align="center" title="Histogram">}}
 
 ## 6. Comparison with Analytical Solutions
 

diff --git a/public/posts/finance/monte_carlo/black-scholes/index.html b/public/posts/finance/monte_carlo/black-scholes/index.html
@@ -519,7 +519,9 @@ <h2 id="5-visualization-and-analysis">5. Visualization and Analysis</h2>
 </span></span><span style="display:flex;"><span>plt<span style="color:#f92672">.</span>xlabel(<span style="color:#e6db74">&#34;Stock Price&#34;</span>)
 </span></span><span style="display:flex;"><span>plt<span style="color:#f92672">.</span>ylabel(<span style="color:#e6db74">&#34;Frequency&#34;</span>)
 </span></span><span style="display:flex;"><span>plt<span style="color:#f92672">.</span>show()
-</span></span></code></pre></div><img src="/posts/finance/monte_carlo/Black-Scholes/images/simulation_path.png"
+</span></span></code></pre></div><img src="/posts/finance/monte_carlo/black-scholes/images/simulation_path.png"
+
+ alt="Paths"
 
 
 
@@ -529,8 +531,8 @@ <h2 id="5-visualization-and-analysis">5. Visualization and Analysis</h2>
 
 >
 
-<hr>
-<img src="/posts/finance/monte_carlo/Black-Scholes/images/simulation_histogram.png"
+<p>These visualizations show the range of possible stock price paths and the distribution of final stock prices, providing insight into the option&rsquo;s potential outcomes.</p>
+<img src="/posts/finance/monte_carlo/black-scholes/images/simulation_histogram.png"
 
  alt="Histogram"
 
@@ -542,7 +544,6 @@ <h2 id="5-visualization-and-analysis">5. Visualization and Analysis</h2>
 
 >
 
-<p>These visualizations show the range of possible stock price paths and the distribution of final stock prices, providing insight into the option&rsquo;s potential outcomes.</p>
 <h2 id="6-comparison-with-analytical-solutions">6. Comparison with Analytical Solutions</h2>
 <p>To validate our Monte Carlo results, we can compare them with the Black-Scholes analytical solution:</p>
 <div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-python" data-lang="python"><span style="display:flex;"><span><span style="color:#f92672">from</span> scipy.stats <span style="color:#f92672">import</span> norm
@@ -627,7 +628,7 @@ <h2 id="8-conclusion">8. Conclusion</h2>
 
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