diff --git a/Q1.ipynb b/Q1.ipynb index 6f6909e..75bffb2 100644 --- a/Q1.ipynb +++ b/Q1.ipynb @@ -2564,8 +2564,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-04-25T21:51:46.570593200Z", - "start_time": "2026-04-25T21:51:46.556993200Z" + "end_time": "2026-04-25T22:16:44.588531Z", + "start_time": "2026-04-25T22:16:44.569526100Z" } }, "cell_type": "code", @@ -2577,13 +2577,13 @@ ], "id": "2be649a00dbb9fc7", "outputs": [], - "execution_count": 44 + "execution_count": 77 }, { "metadata": { "ExecuteTime": { - "end_time": "2026-04-25T21:51:46.578403200Z", - "start_time": "2026-04-25T21:51:46.571767400Z" + "end_time": "2026-04-25T22:15:57.468371200Z", + "start_time": "2026-04-25T22:15:57.453934700Z" } }, "cell_type": "code", @@ -2594,13 +2594,13 @@ ], "id": "d36175ff718e84a1", "outputs": [], - "execution_count": 45 + "execution_count": 66 }, { "metadata": { "ExecuteTime": { - "end_time": "2026-04-25T21:51:46.667441500Z", - "start_time": "2026-04-25T21:51:46.583676400Z" + "end_time": "2026-04-25T22:16:33.926784700Z", + "start_time": "2026-04-25T22:16:33.855180500Z" } }, "cell_type": "code", @@ -2621,7 +2621,7 @@ "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", @@ -2630,7 +2630,7 @@ } } ], - "execution_count": 46 + "execution_count": 76 }, { "metadata": {},