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38 changes: 19 additions & 19 deletions demos/Contributor_demos/Credit Card Fraud Detection/Credit_Card_Fraud_Detection.html
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<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../_static/vendor/fontawesome/6.5.1/webfonts/fa-brands-400.woff2" />
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Expand Down Expand Up @@ -1387,19 +1387,19 @@ <h2>Importing Libraries and Configuring the Environment<a class="headerlink" hre
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">ivy</span><span class="p">;</span> <span class="n">ivy</span><span class="o">.</span><span class="n">set_backend</span><span class="p">(</span><span class="s2">&quot;jax&quot;</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">jax</span><span class="p">;</span> <span class="n">jax</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="s2">&quot;jax_enable_x64&quot;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>

<span class="kn">import</span> <span class="nn">ivy.functional.frontends.xgboost</span> <span class="k">as</span> <span class="nn">xgb_frontend</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">timeit</span> <span class="kn">import</span> <span class="n">timeit</span>
<span class="kn">import</span> <span class="nn">xgboost</span> <span class="k">as</span> <span class="nn">xgb</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">functools</span>
<span class="kn">from</span> <span class="nn">tqdm</span> <span class="kn">import</span> <span class="n">tqdm_notebook</span> <span class="k">as</span> <span class="n">tqdm</span>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">ivy</span><span class="p">;</span> <span class="n">ivy</span><span class="o">.</span><span class="n">set_backend</span><span class="p">(</span><span class="s2">&quot;jax&quot;</span><span class="p">)</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">jax</span><span class="p">;</span> <span class="n">jax</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="s2">&quot;jax_enable_x64&quot;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>

<span class="kn">import</span><span class="w"> </span><span class="nn">ivy.functional.frontends.xgboost</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">xgb_frontend</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.metrics</span><span class="w"> </span><span class="kn">import</span> <span class="n">classification_report</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.model_selection</span><span class="w"> </span><span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">timeit</span><span class="w"> </span><span class="kn">import</span> <span class="n">timeit</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">xgboost</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">xgb</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">functools</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">tqdm</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm_notebook</span> <span class="k">as</span> <span class="n">tqdm</span>
</pre></div>
</div>
</div>
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<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">ivy</span>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">ivy</span>
</pre></div>
</div>
</div>
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</pre></div>
</div>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Prepare data</span>
<span class="k">def</span> <span class="nf">prepare_data</span><span class="p">(</span><span class="n">arrays</span><span class="p">):</span>
<span class="k">def</span><span class="w"> </span><span class="nf">prepare_data</span><span class="p">(</span><span class="n">arrays</span><span class="p">):</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arrays</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
<span class="n">arrays</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>

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<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="k">def</span> <span class="nf">plot_classification_report</span><span class="p">(</span><span class="n">report</span><span class="p">,</span> <span class="n">model_name</span><span class="p">,</span> <span class="n">ax</span><span class="p">):</span>
<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.pyplot</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">plt</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">seaborn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">sns</span>
<span class="k">def</span><span class="w"> </span><span class="nf">plot_classification_report</span><span class="p">(</span><span class="n">report</span><span class="p">,</span> <span class="n">model_name</span><span class="p">,</span> <span class="n">ax</span><span class="p">):</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">report</span><span class="p">)</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="p">:]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;.2f&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;Blues&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Classification Report for </span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>

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