diff --git a/Lab_1/lab1.ipynb b/Lab_1/lab1.ipynb index a5eb33b..94e16d3 100644 --- a/Lab_1/lab1.ipynb +++ b/Lab_1/lab1.ipynb @@ -7,7 +7,7 @@ "data": { "text/plain": "" }, - "execution_count": 48, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, @@ -34,12 +34,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:17.996264Z", - "start_time": "2024-09-28T06:49:17.946931Z" + "end_time": "2024-09-28T08:02:44.536584Z", + "start_time": "2024-09-28T08:02:44.483168Z" } }, "id": "initial_id", - "execution_count": 48 + "execution_count": 78 }, { "cell_type": "code", @@ -48,7 +48,7 @@ "data": { "text/plain": "" }, - "execution_count": 49, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, @@ -67,12 +67,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.038622Z", - "start_time": "2024-09-28T06:49:17.997275Z" + "end_time": "2024-09-28T08:02:44.580550Z", + "start_time": "2024-09-28T08:02:44.537590Z" } }, "id": "6d10c55e8a214f5d", - "execution_count": 49 + "execution_count": 79 }, { "cell_type": "code", @@ -81,7 +81,7 @@ "data": { "text/plain": "" }, - "execution_count": 50, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, @@ -100,12 +100,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.207653Z", - "start_time": "2024-09-28T06:49:18.039630Z" + "end_time": "2024-09-28T08:02:44.758435Z", + "start_time": "2024-09-28T08:02:44.580550Z" } }, "id": "23f1ef88fb0e184d", - "execution_count": 50 + "execution_count": 80 }, { "cell_type": "code", @@ -114,7 +114,7 @@ "data": { "text/plain": "" }, - "execution_count": 51, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, @@ -133,12 +133,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.383776Z", - "start_time": "2024-09-28T06:49:18.208665Z" + "end_time": "2024-09-28T08:02:44.934038Z", + "start_time": "2024-09-28T08:02:44.760451Z" } }, "id": "88e4c6923d602999", - "execution_count": 51 + "execution_count": 81 }, { "cell_type": "code", @@ -147,7 +147,7 @@ "data": { "text/plain": "" }, - "execution_count": 52, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, @@ -166,12 +166,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.440399Z", - "start_time": "2024-09-28T06:49:18.384782Z" + "end_time": "2024-09-28T08:02:44.990835Z", + "start_time": "2024-09-28T08:02:44.935044Z" } }, "id": "d420467eca90d9e3", - "execution_count": 52 + "execution_count": 82 }, { "cell_type": "code", @@ -180,7 +180,7 @@ "data": { "text/plain": "" }, - "execution_count": 53, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, @@ -199,12 +199,49 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.492374Z", - "start_time": "2024-09-28T06:49:18.440399Z" + "end_time": "2024-09-28T08:02:45.044028Z", + "start_time": "2024-09-28T08:02:44.991842Z" } }, "id": "2e3a4b8565a1290", - "execution_count": 53 + "execution_count": 83 + }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "[,\n ]" + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = data[['age', 'hypertension', 'heart_disease']].groupby(['age']).agg(\n", + " hypertension=pd.NamedAgg(column=\"hypertension\", aggfunc=\"sum\"),\n", + " heart_disease=pd.NamedAgg(column=\"heart_disease\", aggfunc=\"sum\")\n", + ")\n", + "plt.plot(df)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T08:02:45.130251Z", + "start_time": "2024-09-28T08:02:45.044028Z" + } + }, + "id": "2ede225d97b8970d", + "execution_count": 84 }, { "cell_type": "code", @@ -213,12 +250,26 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-28T06:49:18.495672Z", - "start_time": "2024-09-28T06:49:18.492374Z" + "end_time": "2024-09-28T08:02:45.133361Z", + "start_time": "2024-09-28T08:02:45.131602Z" } }, - "id": "2ede225d97b8970d", - "execution_count": 53 + "id": "4cd54caa8307810e", + "execution_count": 84 + }, + { + "cell_type": "code", + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-28T08:02:45.136290Z", + "start_time": "2024-09-28T08:02:45.134368Z" + } + }, + "id": "1f11f16909c94", + "execution_count": 84 } ], "metadata": {