diff --git a/02_activities/assignments/assignment_2.ipynb b/02_activities/assignments/assignment_2.ipynb
index b9b87742..c99e24a6 100644
--- a/02_activities/assignments/assignment_2.ipynb
+++ b/02_activities/assignments/assignment_2.ipynb
@@ -34,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "id": "4a3485d6-ba58-4660-a983-5680821c5719",
    "metadata": {},
    "outputs": [],
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19",
    "metadata": {},
    "outputs": [
@@ -167,7 +167,7 @@
        "4          70    usa                ford torino  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 8,
    "id": "5d79f1cf",
    "metadata": {},
    "outputs": [
@@ -257,7 +257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 9,
    "id": "ac306190",
    "metadata": {},
    "outputs": [
@@ -276,7 +276,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -305,34 +305,134 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 10,
    "id": "9f034a5d",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "      mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
-      "19   26.0          4          97.0        46.0    1835          20.5   \n",
-      "102  26.0          4          97.0        46.0    1950          21.0   \n",
-      "326  43.4          4          90.0        48.0    2335          23.7   \n",
-      "325  44.3          4          90.0        48.0    2085          21.7   \n",
-      "244  43.1          4          90.0        48.0    1985          21.5   \n",
-      "\n",
-      "     model_year  origin                             name  \n",
-      "19           70  europe     volkswagen 1131 deluxe sedan  \n",
-      "102          73  europe          volkswagen super beetle  \n",
-      "326          80  europe               vw dasher (diesel)  \n",
-      "325          80  europe             vw rabbit c (diesel)  \n",
-      "244          78  europe  volkswagen rabbit custom diesel  \n"
-     ]
+     "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>mpg</th>\n",
+       "      <th>cylinders</th>\n",
+       "      <th>displacement</th>\n",
+       "      <th>horsepower</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>acceleration</th>\n",
+       "      <th>model_year</th>\n",
+       "      <th>origin</th>\n",
+       "      <th>name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>16.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>230.0</td>\n",
+       "      <td>4278</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>73</td>\n",
+       "      <td>usa</td>\n",
+       "      <td>pontiac grand prix</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>14.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>455.0</td>\n",
+       "      <td>225.0</td>\n",
+       "      <td>4425</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>usa</td>\n",
+       "      <td>pontiac catalina</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>455.0</td>\n",
+       "      <td>225.0</td>\n",
+       "      <td>3086</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>usa</td>\n",
+       "      <td>buick estate wagon (sw)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>12.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>455.0</td>\n",
+       "      <td>225.0</td>\n",
+       "      <td>4951</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>usa</td>\n",
+       "      <td>buick electra 225 custom</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>14.0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>454.0</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>4354</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>usa</td>\n",
+       "      <td>chevrolet impala</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
+       "116  16.0          8         400.0       230.0    4278           9.5   \n",
+       "8    14.0          8         455.0       225.0    4425          10.0   \n",
+       "13   14.0          8         455.0       225.0    3086          10.0   \n",
+       "95   12.0          8         455.0       225.0    4951          11.0   \n",
+       "6    14.0          8         454.0       220.0    4354           9.0   \n",
+       "\n",
+       "     model_year origin                      name  \n",
+       "116          73    usa        pontiac grand prix  \n",
+       "8            70    usa          pontiac catalina  \n",
+       "13           70    usa   buick estate wagon (sw)  \n",
+       "95           73    usa  buick electra 225 custom  \n",
+       "6            70    usa          chevrolet impala  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "# Your answer here... \n",
     "\n",
-    "print(df.sort_values(by='horsepower').head(5))"
+    "##print(df.sort_values(by='horsepower').head(5))\n",
+    "\n",
+    "df.nlargest(5, 'horsepower')\n"
    ]
   },
   {
@@ -541,7 +641,7 @@
    "id": "843f9eef",
    "metadata": {},
    "source": [
-    "> Your answer here... the slope"
+    "> Your answer here... the slope and the intercept."
    ]
   },
   {