diff --git a/Q1.ipynb b/Q1.ipynb
index bb11c15..c25d6e3 100644
--- a/Q1.ipynb
+++ b/Q1.ipynb
@@ -18,8 +18,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.267637800Z",
-     "start_time": "2026-04-25T19:24:54.259719300Z"
+     "end_time": "2026-04-25T19:44:18.001330100Z",
+     "start_time": "2026-04-25T19:44:17.994988800Z"
     }
    },
    "cell_type": "code",
@@ -31,20 +31,20 @@
    ],
    "id": "edaea0c939a83b79",
    "outputs": [],
-   "execution_count": 1287
+   "execution_count": 1352
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.304283700Z",
-     "start_time": "2026-04-25T19:24:54.282710700Z"
+     "end_time": "2026-04-25T19:44:18.054894800Z",
+     "start_time": "2026-04-25T19:44:18.016350700Z"
     }
    },
    "cell_type": "code",
    "source": "df = pd.read_csv('data/googleplaystore_new.csv')",
    "id": "e657e9baacc13e6b",
    "outputs": [],
-   "execution_count": 1288
+   "execution_count": 1353
   },
   {
    "metadata": {},
@@ -62,8 +62,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.323566400Z",
-     "start_time": "2026-04-25T19:24:54.306281Z"
+     "end_time": "2026-04-25T19:44:18.085684Z",
+     "start_time": "2026-04-25T19:44:18.059398300Z"
     }
    },
    "cell_type": "code",
@@ -73,13 +73,13 @@
    ],
    "id": "756c92821453bbb3",
    "outputs": [],
-   "execution_count": 1289
+   "execution_count": 1354
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.360201700Z",
-     "start_time": "2026-04-25T19:24:54.324564700Z"
+     "end_time": "2026-04-25T19:44:18.127866600Z",
+     "start_time": "2026-04-25T19:44:18.086680900Z"
     }
    },
    "cell_type": "code",
@@ -291,12 +291,12 @@
        "</div>"
       ]
      },
-     "execution_count": 1290,
+     "execution_count": 1355,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1290
+   "execution_count": 1355
   },
   {
    "metadata": {
@@ -317,8 +317,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.367360500Z",
-     "start_time": "2026-04-25T19:24:54.360705700Z"
+     "end_time": "2026-04-25T19:44:18.144983600Z",
+     "start_time": "2026-04-25T19:44:18.130885100Z"
     }
    },
    "cell_type": "code",
@@ -334,26 +334,26 @@
    ],
    "id": "c15cb7f9831e0f81",
    "outputs": [],
-   "execution_count": 1291
+   "execution_count": 1356
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.387843100Z",
-     "start_time": "2026-04-25T19:24:54.368358900Z"
+     "end_time": "2026-04-25T19:44:18.162012900Z",
+     "start_time": "2026-04-25T19:44:18.144983600Z"
     }
    },
    "cell_type": "code",
    "source": "df['Size in bytes'] = df['Size'].apply(parse_size)",
    "id": "c76da70de24ddc72",
    "outputs": [],
-   "execution_count": 1292
+   "execution_count": 1357
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.424398600Z",
-     "start_time": "2026-04-25T19:24:54.388843Z"
+     "end_time": "2026-04-25T19:44:18.199369200Z",
+     "start_time": "2026-04-25T19:44:18.163861300Z"
     }
    },
    "cell_type": "code",
@@ -454,18 +454,18 @@
        "</div>"
       ]
      },
-     "execution_count": 1293,
+     "execution_count": 1358,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1293
+   "execution_count": 1358
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.448197600Z",
-     "start_time": "2026-04-25T19:24:54.426507500Z"
+     "end_time": "2026-04-25T19:44:18.221810Z",
+     "start_time": "2026-04-25T19:44:18.201434200Z"
     }
    },
    "cell_type": "code",
@@ -480,13 +480,13 @@
      ]
     }
    ],
-   "execution_count": 1294
+   "execution_count": 1359
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.484354800Z",
-     "start_time": "2026-04-25T19:24:54.463753600Z"
+     "end_time": "2026-04-25T19:44:18.256387300Z",
+     "start_time": "2026-04-25T19:44:18.235866900Z"
     }
    },
    "cell_type": "code",
@@ -501,13 +501,13 @@
      ]
     }
    ],
-   "execution_count": 1295
+   "execution_count": 1360
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.504827700Z",
-     "start_time": "2026-04-25T19:24:54.485357700Z"
+     "end_time": "2026-04-25T19:44:18.299362300Z",
+     "start_time": "2026-04-25T19:44:18.257386600Z"
     }
    },
    "cell_type": "code",
@@ -522,13 +522,13 @@
      ]
     }
    ],
-   "execution_count": 1296
+   "execution_count": 1361
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.525543700Z",
-     "start_time": "2026-04-25T19:24:54.505826700Z"
+     "end_time": "2026-04-25T19:44:18.314005900Z",
+     "start_time": "2026-04-25T19:44:18.300370800Z"
     }
    },
    "cell_type": "code",
@@ -763,12 +763,12 @@
        "</div>"
       ]
      },
-     "execution_count": 1297,
+     "execution_count": 1362,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1297
+   "execution_count": 1362
   },
   {
    "metadata": {
@@ -790,21 +790,21 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:39:31.412418700Z",
-     "start_time": "2026-04-25T19:39:31.404386600Z"
+     "end_time": "2026-04-25T19:44:18.348297100Z",
+     "start_time": "2026-04-25T19:44:18.327548200Z"
     }
    },
    "cell_type": "code",
    "source": "df['Numeric Installs'] = df['Installs'].str.replace('+', '').str.replace(',', '').astype(int)",
    "id": "c8d4f46526918c20",
    "outputs": [],
-   "execution_count": 1351
+   "execution_count": 1363
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.577350700Z",
-     "start_time": "2026-04-25T19:24:54.542582200Z"
+     "end_time": "2026-04-25T19:44:18.390389600Z",
+     "start_time": "2026-04-25T19:44:18.349804Z"
     }
    },
    "cell_type": "code",
@@ -1050,12 +1050,12 @@
        "</div>"
       ]
      },
-     "execution_count": 1299,
+     "execution_count": 1364,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1299
+   "execution_count": 1364
   },
   {
    "metadata": {},
@@ -1070,15 +1070,15 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.593385100Z",
-     "start_time": "2026-04-25T19:24:54.578350400Z"
+     "end_time": "2026-04-25T19:44:18.422303100Z",
+     "start_time": "2026-04-25T19:44:18.408791600Z"
     }
    },
    "cell_type": "code",
    "source": "df.to_csv('data/googleplaystore_new_new.csv', index=False)",
    "id": "5a99edb9f8b29b12",
    "outputs": [],
-   "execution_count": 1300
+   "execution_count": 1365
   },
   {
    "metadata": {},
@@ -1095,8 +1095,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.597888800Z",
-     "start_time": "2026-04-25T19:24:54.594384900Z"
+     "end_time": "2026-04-25T19:44:18.427917700Z",
+     "start_time": "2026-04-25T19:44:18.422871700Z"
     }
    },
    "cell_type": "code",
@@ -1108,26 +1108,26 @@
    ],
    "id": "8cc741d5b19eaa62",
    "outputs": [],
-   "execution_count": 1301
+   "execution_count": 1366
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.608068800Z",
-     "start_time": "2026-04-25T19:24:54.597888800Z"
+     "end_time": "2026-04-25T19:44:18.437683600Z",
+     "start_time": "2026-04-25T19:44:18.427917700Z"
     }
    },
    "cell_type": "code",
    "source": "df_new = pd.read_csv('data/googleplaystore_new_new.csv')",
    "id": "bc158bb312aa3cd7",
    "outputs": [],
-   "execution_count": 1302
+   "execution_count": 1367
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.614378300Z",
-     "start_time": "2026-04-25T19:24:54.608068800Z"
+     "end_time": "2026-04-25T19:44:18.457900900Z",
+     "start_time": "2026-04-25T19:44:18.437683600Z"
     }
    },
    "cell_type": "code",
@@ -1137,13 +1137,13 @@
    ],
    "id": "585677f9cc3efc16",
    "outputs": [],
-   "execution_count": 1303
+   "execution_count": 1368
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.625388Z",
-     "start_time": "2026-04-25T19:24:54.614378300Z"
+     "end_time": "2026-04-25T19:44:18.466803800Z",
+     "start_time": "2026-04-25T19:44:18.457900900Z"
     }
    },
    "cell_type": "code",
@@ -1410,31 +1410,31 @@
        "</div>"
       ]
      },
-     "execution_count": 1304,
+     "execution_count": 1369,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1304
+   "execution_count": 1369
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.640595500Z",
-     "start_time": "2026-04-25T19:24:54.625388Z"
+     "end_time": "2026-04-25T19:44:18.486879200Z",
+     "start_time": "2026-04-25T19:44:18.467803700Z"
     }
    },
    "cell_type": "code",
    "source": "df_encoded = pd.get_dummies(df_min, columns=['Category', 'Content Rating'])",
    "id": "8c4742ab98b8b6ca",
    "outputs": [],
-   "execution_count": 1305
+   "execution_count": 1370
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.645210300Z",
-     "start_time": "2026-04-25T19:24:54.640595500Z"
+     "end_time": "2026-04-25T19:44:18.498401900Z",
+     "start_time": "2026-04-25T19:44:18.487876200Z"
     }
    },
    "cell_type": "code",
@@ -1444,26 +1444,26 @@
    ],
    "id": "7faed3f843076351",
    "outputs": [],
-   "execution_count": 1306
+   "execution_count": 1371
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.663344300Z",
-     "start_time": "2026-04-25T19:24:54.647212400Z"
+     "end_time": "2026-04-25T19:44:18.505587600Z",
+     "start_time": "2026-04-25T19:44:18.499408700Z"
     }
    },
    "cell_type": "code",
    "source": "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)",
    "id": "8646df724923b0f5",
    "outputs": [],
-   "execution_count": 1307
+   "execution_count": 1372
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.668052Z",
-     "start_time": "2026-04-25T19:24:54.663344300Z"
+     "end_time": "2026-04-25T19:44:18.525671500Z",
+     "start_time": "2026-04-25T19:44:18.505587600Z"
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    },
    "cell_type": "code",
@@ -1482,20 +1482,20 @@
    ],
    "id": "44c698b18cdce613",
    "outputs": [],
-   "execution_count": 1308
+   "execution_count": 1373
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.674935900Z",
-     "start_time": "2026-04-25T19:24:54.668052Z"
+     "end_time": "2026-04-25T19:44:18.533207300Z",
+     "start_time": "2026-04-25T19:44:18.525671500Z"
     }
    },
    "cell_type": "code",
    "source": "results = []",
    "id": "d8740e0256fe177b",
    "outputs": [],
-   "execution_count": 1309
+   "execution_count": 1374
   },
   {
    "metadata": {},
@@ -1506,8 +1506,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.704415700Z",
-     "start_time": "2026-04-25T19:24:54.675937Z"
+     "end_time": "2026-04-25T19:44:18.596382500Z",
+     "start_time": "2026-04-25T19:44:18.535105700Z"
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    },
    "cell_type": "code",
@@ -1518,13 +1518,13 @@
    ],
    "id": "db88942671bdf26a",
    "outputs": [],
-   "execution_count": 1310
+   "execution_count": 1375
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.721751600Z",
-     "start_time": "2026-04-25T19:24:54.705412700Z"
+     "end_time": "2026-04-25T19:44:18.631625500Z",
+     "start_time": "2026-04-25T19:44:18.598381100Z"
     }
    },
    "cell_type": "code",
@@ -1953,18 +1953,18 @@
        "</div>"
       ]
      },
-     "execution_count": 1311,
+     "execution_count": 1376,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1311
+   "execution_count": 1376
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.795055100Z",
-     "start_time": "2026-04-25T19:24:54.722755900Z"
+     "end_time": "2026-04-25T19:44:18.701757800Z",
+     "start_time": "2026-04-25T19:44:18.632626400Z"
     }
    },
    "cell_type": "code",
@@ -1996,7 +1996,7 @@
      }
     }
    ],
-   "execution_count": 1312
+   "execution_count": 1377
   },
   {
    "metadata": {},
@@ -2007,8 +2007,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.823641Z",
-     "start_time": "2026-04-25T19:24:54.808608400Z"
+     "end_time": "2026-04-25T19:44:18.723407200Z",
+     "start_time": "2026-04-25T19:44:18.702757500Z"
     }
    },
    "cell_type": "code",
@@ -2019,13 +2019,13 @@
    ],
    "id": "b867289f4b8dd0ae",
    "outputs": [],
-   "execution_count": 1313
+   "execution_count": 1378
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.854794Z",
-     "start_time": "2026-04-25T19:24:54.824641Z"
+     "end_time": "2026-04-25T19:44:18.754518Z",
+     "start_time": "2026-04-25T19:44:18.724412600Z"
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    "cell_type": "code",
@@ -2036,13 +2036,13 @@
    ],
    "id": "61b135564e36f71d",
    "outputs": [],
-   "execution_count": 1314
+   "execution_count": 1379
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.919410Z",
-     "start_time": "2026-04-25T19:24:54.854794Z"
+     "end_time": "2026-04-25T19:44:18.822773200Z",
+     "start_time": "2026-04-25T19:44:18.754518Z"
     }
    },
    "cell_type": "code",
@@ -2072,7 +2072,7 @@
      }
     }
    ],
-   "execution_count": 1315
+   "execution_count": 1380
   },
   {
    "metadata": {
@@ -2088,8 +2088,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:54.935563200Z",
-     "start_time": "2026-04-25T19:24:54.920415Z"
+     "end_time": "2026-04-25T19:44:18.861171100Z",
+     "start_time": "2026-04-25T19:44:18.841312700Z"
     }
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    "cell_type": "code",
@@ -2100,13 +2100,13 @@
    ],
    "id": "f7b09be17154ad47",
    "outputs": [],
-   "execution_count": 1316
+   "execution_count": 1381
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.000114100Z",
-     "start_time": "2026-04-25T19:24:54.935563200Z"
+     "end_time": "2026-04-25T19:44:18.934596400Z",
+     "start_time": "2026-04-25T19:44:18.862183800Z"
     }
    },
    "cell_type": "code",
@@ -2136,7 +2136,7 @@
      }
     }
    ],
-   "execution_count": 1317
+   "execution_count": 1382
   },
   {
    "metadata": {
@@ -2152,8 +2152,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.014415700Z",
-     "start_time": "2026-04-25T19:24:55.000625Z"
+     "end_time": "2026-04-25T19:44:18.962338400Z",
+     "start_time": "2026-04-25T19:44:18.953819400Z"
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    },
    "cell_type": "code",
@@ -2164,13 +2164,13 @@
    ],
    "id": "11024fb6674354a3",
    "outputs": [],
-   "execution_count": 1318
+   "execution_count": 1383
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.080634600Z",
-     "start_time": "2026-04-25T19:24:55.014415700Z"
+     "end_time": "2026-04-25T19:44:19.028616800Z",
+     "start_time": "2026-04-25T19:44:18.962338400Z"
     }
    },
    "cell_type": "code",
@@ -2200,13 +2200,13 @@
      }
     }
    ],
-   "execution_count": 1319
+   "execution_count": 1384
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.098288800Z",
-     "start_time": "2026-04-25T19:24:55.080634600Z"
+     "end_time": "2026-04-25T19:44:19.050725Z",
+     "start_time": "2026-04-25T19:44:19.029616900Z"
     }
    },
    "cell_type": "code",
@@ -2284,18 +2284,18 @@
        "</div>"
       ]
      },
-     "execution_count": 1320,
+     "execution_count": 1385,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1320
+   "execution_count": 1385
   },
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:55.210961200Z",
-     "start_time": "2026-04-25T19:24:55.098288800Z"
+     "end_time": "2026-04-25T19:44:19.163677100Z",
+     "start_time": "2026-04-25T19:44:19.051731700Z"
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    },
    "cell_type": "code",
@@ -2330,7 +2330,7 @@
      }
     }
    ],
-   "execution_count": 1321
+   "execution_count": 1386
   },
   {
    "metadata": {},
@@ -2360,8 +2360,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.229576600Z",
-     "start_time": "2026-04-25T19:24:55.225726800Z"
+     "end_time": "2026-04-25T19:44:19.208235400Z",
+     "start_time": "2026-04-25T19:44:19.184219500Z"
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@@ -2371,13 +2371,13 @@
    ],
    "id": "ab09192a122e6e8f",
    "outputs": [],
-   "execution_count": 1322
+   "execution_count": 1387
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.242674500Z",
-     "start_time": "2026-04-25T19:24:55.229576600Z"
+     "end_time": "2026-04-25T19:44:19.221181900Z",
+     "start_time": "2026-04-25T19:44:19.208235400Z"
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@@ -2390,13 +2390,13 @@
    ],
    "id": "3f65e25b63cc8e93",
    "outputs": [],
-   "execution_count": 1323
+   "execution_count": 1388
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.248417Z",
-     "start_time": "2026-04-25T19:24:55.242674500Z"
+     "end_time": "2026-04-25T19:44:19.234922800Z",
+     "start_time": "2026-04-25T19:44:19.222186Z"
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@@ -2407,13 +2407,13 @@
    ],
    "id": "75e6c5289568ef2f",
    "outputs": [],
-   "execution_count": 1324
+   "execution_count": 1389
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.257368100Z",
-     "start_time": "2026-04-25T19:24:55.249415300Z"
+     "end_time": "2026-04-25T19:44:19.244451400Z",
+     "start_time": "2026-04-25T19:44:19.235924700Z"
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@@ -2427,13 +2427,13 @@
    ],
    "id": "983db24d45054c97",
    "outputs": [],
-   "execution_count": 1325
+   "execution_count": 1390
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.267514600Z",
-     "start_time": "2026-04-25T19:24:55.257368100Z"
+     "end_time": "2026-04-25T19:44:19.289378600Z",
+     "start_time": "2026-04-25T19:44:19.244451400Z"
     }
    },
    "cell_type": "code",
@@ -2487,18 +2487,18 @@
        "</div>"
       ]
      },
-     "execution_count": 1326,
+     "execution_count": 1391,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1326
+   "execution_count": 1391
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.289362400Z",
-     "start_time": "2026-04-25T19:24:55.267514600Z"
+     "end_time": "2026-04-25T19:44:19.325239300Z",
+     "start_time": "2026-04-25T19:44:19.290889Z"
     }
    },
    "cell_type": "code",
@@ -2512,13 +2512,13 @@
    ],
    "id": "4f73fdfeefd697e2",
    "outputs": [],
-   "execution_count": 1327
+   "execution_count": 1392
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.369601700Z",
-     "start_time": "2026-04-25T19:24:55.290372600Z"
+     "end_time": "2026-04-25T19:44:19.413941900Z",
+     "start_time": "2026-04-25T19:44:19.326238200Z"
     }
    },
    "cell_type": "code",
@@ -2546,26 +2546,26 @@
      }
     }
    ],
-   "execution_count": 1328
+   "execution_count": 1393
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.384665Z",
-     "start_time": "2026-04-25T19:24:55.369601700Z"
+     "end_time": "2026-04-25T19:44:19.447647200Z",
+     "start_time": "2026-04-25T19:44:19.414941700Z"
     }
    },
    "cell_type": "code",
    "source": "best_feature = feature_results_df.iloc[0]['Feature']",
    "id": "593913702f875fa0",
    "outputs": [],
-   "execution_count": 1329
+   "execution_count": 1394
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.390688200Z",
-     "start_time": "2026-04-25T19:24:55.384665Z"
+     "end_time": "2026-04-25T19:44:19.453379600Z",
+     "start_time": "2026-04-25T19:44:19.447647200Z"
     }
    },
    "cell_type": "code",
@@ -2577,13 +2577,13 @@
    ],
    "id": "2be649a00dbb9fc7",
    "outputs": [],
-   "execution_count": 1330
+   "execution_count": 1395
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.410333600Z",
-     "start_time": "2026-04-25T19:24:55.390688200Z"
+     "end_time": "2026-04-25T19:44:19.462732900Z",
+     "start_time": "2026-04-25T19:44:19.454377500Z"
     }
    },
    "cell_type": "code",
@@ -2594,13 +2594,13 @@
    ],
    "id": "d36175ff718e84a1",
    "outputs": [],
-   "execution_count": 1331
+   "execution_count": 1396
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.476257800Z",
-     "start_time": "2026-04-25T19:24:55.411338500Z"
+     "end_time": "2026-04-25T19:44:19.531422600Z",
+     "start_time": "2026-04-25T19:44:19.462732900Z"
     }
    },
    "cell_type": "code",
@@ -2630,7 +2630,7 @@
      }
     }
    ],
-   "execution_count": 1332
+   "execution_count": 1397
   },
   {
    "metadata": {},
@@ -2671,8 +2671,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.504530400Z",
-     "start_time": "2026-04-25T19:24:55.477257700Z"
+     "end_time": "2026-04-25T19:44:19.570442Z",
+     "start_time": "2026-04-25T19:44:19.550953600Z"
     }
    },
    "cell_type": "code",
@@ -2682,13 +2682,13 @@
    ],
    "id": "137267551f08dae5",
    "outputs": [],
-   "execution_count": 1333
+   "execution_count": 1398
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.525724500Z",
-     "start_time": "2026-04-25T19:24:55.504530400Z"
+     "end_time": "2026-04-25T19:44:19.576644200Z",
+     "start_time": "2026-04-25T19:44:19.571448100Z"
     }
    },
    "cell_type": "code",
@@ -2698,26 +2698,26 @@
    ],
    "id": "725e85ef4abe3948",
    "outputs": [],
-   "execution_count": 1334
+   "execution_count": 1399
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.542623400Z",
-     "start_time": "2026-04-25T19:24:55.526724Z"
+     "end_time": "2026-04-25T19:44:19.584575600Z",
+     "start_time": "2026-04-25T19:44:19.577643200Z"
     }
    },
    "cell_type": "code",
    "source": "df_g_encoded = pd.get_dummies(df_g, columns=['Category', 'Content Rating'])",
    "id": "7a6b3f84b1265599",
    "outputs": [],
-   "execution_count": 1335
+   "execution_count": 1400
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.547176500Z",
-     "start_time": "2026-04-25T19:24:55.542623400Z"
+     "end_time": "2026-04-25T19:44:19.592576300Z",
+     "start_time": "2026-04-25T19:44:19.584575600Z"
     }
    },
    "cell_type": "code",
@@ -2727,26 +2727,26 @@
    ],
    "id": "679b52eb182f0e1c",
    "outputs": [],
-   "execution_count": 1336
+   "execution_count": 1401
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.556497500Z",
-     "start_time": "2026-04-25T19:24:55.548176400Z"
+     "end_time": "2026-04-25T19:44:19.624731700Z",
+     "start_time": "2026-04-25T19:44:19.593575800Z"
     }
    },
    "cell_type": "code",
    "source": "X_train_g, X_test_g, y_train_g, y_test_g = train_test_split(X_g, y_g, test_size=0.3, random_state=101)",
    "id": "35f87078cd8053fa",
    "outputs": [],
-   "execution_count": 1337
+   "execution_count": 1402
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.562749500Z",
-     "start_time": "2026-04-25T19:24:55.556497500Z"
+     "end_time": "2026-04-25T19:44:19.653376400Z",
+     "start_time": "2026-04-25T19:44:19.625734900Z"
     }
    },
    "cell_type": "code",
@@ -2771,20 +2771,20 @@
    ],
    "id": "9cbccc4044fd76e",
    "outputs": [],
-   "execution_count": 1338
+   "execution_count": 1403
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.571894200Z",
-     "start_time": "2026-04-25T19:24:55.563749500Z"
+     "end_time": "2026-04-25T19:44:19.658275100Z",
+     "start_time": "2026-04-25T19:44:19.653376400Z"
     }
    },
    "cell_type": "code",
    "source": "results_g = []",
    "id": "7bd72610ea9b4047",
    "outputs": [],
-   "execution_count": 1339
+   "execution_count": 1404
   },
   {
    "metadata": {},
@@ -2795,8 +2795,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.597732800Z",
-     "start_time": "2026-04-25T19:24:55.573890200Z"
+     "end_time": "2026-04-25T19:44:19.682617400Z",
+     "start_time": "2026-04-25T19:44:19.662317600Z"
     }
    },
    "cell_type": "code",
@@ -2807,26 +2807,26 @@
    ],
    "id": "5077d997183c52b7",
    "outputs": [],
-   "execution_count": 1340
+   "execution_count": 1405
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.602480600Z",
-     "start_time": "2026-04-25T19:24:55.598734300Z"
+     "end_time": "2026-04-25T19:44:19.689440300Z",
+     "start_time": "2026-04-25T19:44:19.683323700Z"
     }
    },
    "cell_type": "code",
    "source": "residual_lin_g = y_test_g - y_pred_lin_g",
    "id": "dcf6fd613a1d2d79",
    "outputs": [],
-   "execution_count": 1341
+   "execution_count": 1406
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.674989Z",
-     "start_time": "2026-04-25T19:24:55.602480600Z"
+     "end_time": "2026-04-25T19:44:19.778424200Z",
+     "start_time": "2026-04-25T19:44:19.689440300Z"
     }
    },
    "cell_type": "code",
@@ -2856,7 +2856,7 @@
      }
     }
    ],
-   "execution_count": 1342
+   "execution_count": 1407
   },
   {
    "metadata": {},
@@ -2867,8 +2867,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.686530600Z",
-     "start_time": "2026-04-25T19:24:55.674989Z"
+     "end_time": "2026-04-25T19:44:19.802343300Z",
+     "start_time": "2026-04-25T19:44:19.778424200Z"
     }
    },
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@@ -2879,13 +2879,13 @@
    ],
    "id": "b5e9cdb3ef42c22f",
    "outputs": [],
-   "execution_count": 1343
+   "execution_count": 1408
   },
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:55.832957600Z",
-     "start_time": "2026-04-25T19:24:55.687531Z"
+     "end_time": "2026-04-25T19:44:19.956288100Z",
+     "start_time": "2026-04-25T19:44:19.802343300Z"
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@@ -2896,13 +2896,13 @@
    ],
    "id": "8d5313ca848e4519",
    "outputs": [],
-   "execution_count": 1344
+   "execution_count": 1409
   },
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:55.900704700Z",
-     "start_time": "2026-04-25T19:24:55.833958Z"
+     "end_time": "2026-04-25T19:44:20.033299900Z",
+     "start_time": "2026-04-25T19:44:19.957288Z"
     }
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@@ -2932,7 +2932,7 @@
      }
     }
    ],
-   "execution_count": 1345
+   "execution_count": 1410
   },
   {
    "metadata": {},
@@ -2943,8 +2943,8 @@
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:55.928066700Z",
-     "start_time": "2026-04-25T19:24:55.911232600Z"
+     "end_time": "2026-04-25T19:44:20.052963600Z",
+     "start_time": "2026-04-25T19:44:20.034298900Z"
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@@ -2955,13 +2955,13 @@
    ],
    "id": "a31ad4ed704f4541",
    "outputs": [],
-   "execution_count": 1346
+   "execution_count": 1411
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:55.990468200Z",
-     "start_time": "2026-04-25T19:24:55.928066700Z"
+     "end_time": "2026-04-25T19:44:20.132935900Z",
+     "start_time": "2026-04-25T19:44:20.053963200Z"
     }
    },
    "cell_type": "code",
@@ -2991,7 +2991,7 @@
      }
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    ],
-   "execution_count": 1347
+   "execution_count": 1412
   },
   {
    "metadata": {},
@@ -3002,8 +3002,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-04-25T19:24:56.013586200Z",
-     "start_time": "2026-04-25T19:24:56.000480800Z"
+     "end_time": "2026-04-25T19:44:20.178321Z",
+     "start_time": "2026-04-25T19:44:20.155420Z"
     }
    },
    "cell_type": "code",
@@ -3086,18 +3086,18 @@
        "</div>"
       ]
      },
-     "execution_count": 1348,
+     "execution_count": 1413,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 1348
+   "execution_count": 1413
   },
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:56.026691400Z",
-     "start_time": "2026-04-25T19:24:56.013586200Z"
+     "end_time": "2026-04-25T19:44:20.196929500Z",
+     "start_time": "2026-04-25T19:44:20.180392100Z"
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    "cell_type": "code",
@@ -3111,13 +3111,13 @@
    ],
    "id": "a8b2b05314122ac3",
    "outputs": [],
-   "execution_count": 1349
+   "execution_count": 1414
   },
   {
    "metadata": {
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-     "end_time": "2026-04-25T19:24:56.121605200Z",
-     "start_time": "2026-04-25T19:24:56.027692700Z"
+     "end_time": "2026-04-25T19:44:20.322397800Z",
+     "start_time": "2026-04-25T19:44:20.197926Z"
     }
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    "cell_type": "code",
@@ -3145,7 +3145,7 @@
      }
     }
    ],
-   "execution_count": 1350
+   "execution_count": 1415
   }
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  "metadata": {