diff --git a/PCLR/PCLR_MTBLS92_Working_Copy.ipynb b/PCLR/PCLR_MTBLS92_Working_Copy.ipynb
index 7d135e097e7b583aaa101140bb5cbf541949d257..bb599d387f13b040953220d77d6ea110cf2e6e0f 100644
--- a/PCLR/PCLR_MTBLS92_Working_Copy.ipynb
+++ b/PCLR/PCLR_MTBLS92_Working_Copy.ipynb
@@ -1606,179 +1606,32 @@
     {
       "cell_type": "code",
       "source": [
-        "coef = model.model.coef_\n",
-        "important_feat = abs(coef)\n",
-        "#get indices of those important features\n",
-        "idx = important_feat.argsort(kind= \"quicksort\")\n",
-        "idx= idx[::-1][:5]\n",
-        "#get more information from peaktable:\n",
-        "top_met = PeakList.iloc[idx]\n",
-        "top_met_info = PeakTable.iloc[top_met.index-1]\n",
-        "#5 most important metabolites\n",
-        "top_met_info"
+        "coefficients = model.model.coef_\n",
+        "top_features = abs(coefficients)\n",
+        "ids = top_features.argsort(kind= \"quicksort\")\n",
+        "ids = ids[::-1][:3] # extracting top 3 IDs\n",
+        "top_three_features = PeakList.iloc[ids]\n",
+        "top_three_features_info = PeakTable.iloc[top_three_features.index-1]\n",
+        "print(top_three_features_info)"
       ],
       "metadata": {
         "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 206
+          "base_uri": "https://localhost:8080/"
         },
         "id": "KtMTPUQelblb",
-        "outputId": "555d795d-4803-4329-c4e2-83cf2b4dca03"
+        "outputId": "a7db8b73-53e2-4dca-b416-450c5e4ecff8"
       },
-      "execution_count": 9,
+      "execution_count": 10,
       "outputs": [
         {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "    Idx Name         Label\n",
-              "6     6   M6  LysoPC(18:0)\n",
-              "42   42  M42     PC(38:2e)\n",
-              "8     8   M8  LysoPC(18:2)\n",
-              "16   16  M16      PC(32:0)\n",
-              "53   53  M53     PC(40:4e)"
-            ],
-            "text/html": [
-              "\n",
-              "  <div id=\"df-79be1546-9158-4080-a131-8d218476c06e\">\n",
-              "    <div class=\"colab-df-container\">\n",
-              "      <div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>Idx</th>\n",
-              "      <th>Name</th>\n",
-              "      <th>Label</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>6</th>\n",
-              "      <td>6</td>\n",
-              "      <td>M6</td>\n",
-              "      <td>LysoPC(18:0)</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>42</th>\n",
-              "      <td>42</td>\n",
-              "      <td>M42</td>\n",
-              "      <td>PC(38:2e)</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>8</th>\n",
-              "      <td>8</td>\n",
-              "      <td>M8</td>\n",
-              "      <td>LysoPC(18:2)</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>16</th>\n",
-              "      <td>16</td>\n",
-              "      <td>M16</td>\n",
-              "      <td>PC(32:0)</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>53</th>\n",
-              "      <td>53</td>\n",
-              "      <td>M53</td>\n",
-              "      <td>PC(40:4e)</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-79be1546-9158-4080-a131-8d218476c06e')\"\n",
-              "              title=\"Convert this dataframe to an interactive table.\"\n",
-              "              style=\"display:none;\">\n",
-              "        \n",
-              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
-              "       width=\"24px\">\n",
-              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
-              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
-              "  </svg>\n",
-              "      </button>\n",
-              "      \n",
-              "  <style>\n",
-              "    .colab-df-container {\n",
-              "      display:flex;\n",
-              "      flex-wrap:wrap;\n",
-              "      gap: 12px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert {\n",
-              "      background-color: #E8F0FE;\n",
-              "      border: none;\n",
-              "      border-radius: 50%;\n",
-              "      cursor: pointer;\n",
-              "      display: none;\n",
-              "      fill: #1967D2;\n",
-              "      height: 32px;\n",
-              "      padding: 0 0 0 0;\n",
-              "      width: 32px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert:hover {\n",
-              "      background-color: #E2EBFA;\n",
-              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
-              "      fill: #174EA6;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert {\n",
-              "      background-color: #3B4455;\n",
-              "      fill: #D2E3FC;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert:hover {\n",
-              "      background-color: #434B5C;\n",
-              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
-              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
-              "      fill: #FFFFFF;\n",
-              "    }\n",
-              "  </style>\n",
-              "\n",
-              "      <script>\n",
-              "        const buttonEl =\n",
-              "          document.querySelector('#df-79be1546-9158-4080-a131-8d218476c06e button.colab-df-convert');\n",
-              "        buttonEl.style.display =\n",
-              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
-              "\n",
-              "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-79be1546-9158-4080-a131-8d218476c06e');\n",
-              "          const dataTable =\n",
-              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
-              "                                                     [key], {});\n",
-              "          if (!dataTable) return;\n",
-              "\n",
-              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
-              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
-              "            + ' to learn more about interactive tables.';\n",
-              "          element.innerHTML = '';\n",
-              "          dataTable['output_type'] = 'display_data';\n",
-              "          await google.colab.output.renderOutput(dataTable, element);\n",
-              "          const docLink = document.createElement('div');\n",
-              "          docLink.innerHTML = docLinkHtml;\n",
-              "          element.appendChild(docLink);\n",
-              "        }\n",
-              "      </script>\n",
-              "    </div>\n",
-              "  </div>\n",
-              "  "
-            ]
-          },
-          "metadata": {},
-          "execution_count": 9
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "    Idx Name         Label\n",
+            "6     6   M6  LysoPC(18:0)\n",
+            "42   42  M42     PC(38:2e)\n",
+            "8     8   M8  LysoPC(18:2)\n"
+          ]
         }
       ]
     }