</span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>

<span class="kn">from</span><span class="w"> </span><span class="nn">dice_ml</span><span class="w"> </span><span class="kn">import</span> <span class="n">diverse_counterfactuals</span> <span class="k">as</span> <span class="n">exp</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">dice_ml.constants</span><span class="w"> </span><span class="kn">import</span> <span class="n">ModelTypes</span>
<span cl