diff --git a/HW 5/Iris_knn_W2025_template.ipynb b/HW 5/Iris_knn_W2025_template.ipynb
index a443351..f67157d 100644
--- a/HW 5/Iris_knn_W2025_template.ipynb	
+++ b/HW 5/Iris_knn_W2025_template.ipynb	
@@ -40,7 +40,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 11,
+      "execution_count": 49,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
@@ -49,134 +49,18 @@
         "id": "DjCaxH3BKJ_O",
         "outputId": "ab33e45d-d332-412e-db2a-88cc4c9528f4"
       },
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<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>sepal length (cm)</th>\n",
-              "      <th>sepal width (cm)</th>\n",
-              "      <th>petal length (cm)</th>\n",
-              "      <th>petal width (cm)</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>5.1</td>\n",
-              "      <td>3.5</td>\n",
-              "      <td>1.4</td>\n",
-              "      <td>0.2</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>4.9</td>\n",
-              "      <td>3.0</td>\n",
-              "      <td>1.4</td>\n",
-              "      <td>0.2</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>4.7</td>\n",
-              "      <td>3.2</td>\n",
-              "      <td>1.3</td>\n",
-              "      <td>0.2</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>4.6</td>\n",
-              "      <td>3.1</td>\n",
-              "      <td>1.5</td>\n",
-              "      <td>0.2</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>...</th>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>146</th>\n",
-              "      <td>6.3</td>\n",
-              "      <td>2.5</td>\n",
-              "      <td>5.0</td>\n",
-              "      <td>1.9</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>147</th>\n",
-              "      <td>6.5</td>\n",
-              "      <td>3.0</td>\n",
-              "      <td>5.2</td>\n",
-              "      <td>2.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>148</th>\n",
-              "      <td>6.2</td>\n",
-              "      <td>3.4</td>\n",
-              "      <td>5.4</td>\n",
-              "      <td>2.3</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>149</th>\n",
-              "      <td>5.9</td>\n",
-              "      <td>3.0</td>\n",
-              "      <td>5.1</td>\n",
-              "      <td>1.8</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "<p>150 rows × 4 columns</p>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
-              "0                  5.1               3.5                1.4               0.2\n",
-              "1                  4.9               3.0                1.4               0.2\n",
-              "2                  4.7               3.2                1.3               0.2\n",
-              "3                  4.6               3.1                1.5               0.2\n",
-              "..                 ...               ...                ...               ...\n",
-              "146                6.3               2.5                5.0               1.9\n",
-              "147                6.5               3.0                5.2               2.0\n",
-              "148                6.2               3.4                5.4               2.3\n",
-              "149                5.9               3.0                5.1               1.8\n",
-              "\n",
-              "[150 rows x 4 columns]"
-            ]
-          },
-          "execution_count": 11,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
+      "outputs": [],
       "source": [
         "####################################\n",
-        "from sklearn.datasets import load_iris\n",
+        "#from sklearn.datasets import load_iris\n",
         "#data = load_iris()\n",
-        "df = pd.DataFrame(data.data, columns=data.feature_names)\n",
-        "df"
+        "#df = pd.DataFrame(data.data, columns=data.feature_names)\n",
+        "#df"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 13,
+      "execution_count": 50,
       "metadata": {
         "id": "ANJhDRNPKPR5"
       },
@@ -276,7 +160,7 @@
               "4       5.0       3.6       1.4       0.2   setosa  remove_me"
             ]
           },
-          "execution_count": 13,
+          "execution_count": 50,
           "metadata": {},
           "output_type": "execute_result"
         }