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b/data_science/health_monitoring_dashboard/finaldashboard.ipynb index 452288ab..14c427ca 100644 --- a/data_science/health_monitoring_dashboard/finaldashboard.ipynb +++ b/data_science/health_monitoring_dashboard/finaldashboard.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "7ef11301-3200-413e-9369-a079255166a0", "metadata": {}, "outputs": [ @@ -21,7 +21,7 @@ " " ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -41,6 +41,9 @@ "FILE_PATH = 'HealthData.csv'\n", "data = pd.read_csv(FILE_PATH)\n", "\n", + "# Load the asthma data\n", + "asthma_data = pd.read_csv('filtered_asthma_data.csv')\n", + "\n", "def detect_epilepsy(health_data):\n", " \"\"\"Detect potential epileptic episodes based on health metrics.\n", " \n", @@ -782,6 +785,61 @@ " style={'text-align': 'center', 'margin-top': '20px', 'font-size': '14px'}\n", ")\n", "\n", + "# Asthma Risk Analysis\n", + "def create_asthma_risk_figure(asthma_data):\n", + " \"\"\"Create visualization for asthma risk factors.\"\"\"\n", + " fig = go.Figure()\n", + " \n", + " # Add BMI histogram\n", + " fig.add_trace(go.Histogram(\n", + " x=asthma_data['BMI'],\n", + " name='BMI Distribution',\n", + " marker_color='#636EFA',\n", + " opacity=0.75\n", + " ))\n", + " \n", + " fig.update_layout(\n", + " title='BMI Distribution (Asthma Risk Factor)',\n", + " xaxis_title='BMI',\n", + " yaxis_title='Count',\n", + " bargap=0.2,\n", + " plot_bgcolor='white',\n", + " paper_bgcolor='white'\n", + " )\n", + " \n", + " return fig\n", + "\n", + "def create_lung_function_figure(asthma_data):\n", + " \"\"\"Create visualization for lung function metrics.\"\"\"\n", + " fig = go.Figure()\n", + " \n", + " # Add FEV1 vs FVC scatter plot\n", + " fig.add_trace(go.Scatter(\n", + " x=asthma_data['LungFunctionFEV1'],\n", + " y=asthma_data['LungFunctionFVC'],\n", + " mode='markers',\n", + " name='FEV1 vs FVC',\n", + " marker=dict(\n", + " color=asthma_data['Diagnosis'],\n", + " colorscale='Viridis',\n", + " size=8,\n", + " showscale=True\n", + " )\n", + " ))\n", + " \n", + " fig.update_layout(\n", + " title='Lung Function: FEV1 vs FVC',\n", + " xaxis_title='FEV1 (L)',\n", + " yaxis_title='FVC (L)',\n", + " plot_bgcolor='white',\n", + " paper_bgcolor='white'\n", + " )\n", + " \n", + " return fig\n", + "\n", + "asthma_bmi_fig = create_asthma_risk_figure(asthma_data)\n", + "lung_function_fig = create_lung_function_figure(asthma_data)\n", + "\n", "# Initialize the Dash app\n", "app = dash.Dash(__name__)\n", "\n", @@ -968,81 +1026,248 @@ " dcc.Tab(label='HRV Distribution', children=[dcc.Graph(figure=fig_hrv_histogram), hrv_explanation], style={'padding': '20px'}),\n", " dcc.Tab(label='Room vs Body Temperature', children=[dcc.Graph(figure=fig_temp_comparison), room_body_temp_explanation], style={'padding': '20px'}),\n", " dcc.Tab(label='Correlation Heatmap', children=[dcc.Graph(figure=heatmap), heatmap_explanation], style={'padding': '20px'}),\n", - " dcc.Tab(label='Respiratory Alerts', children=[\n", + " dcc.Tab(label='Respiratory Health Monitoring', children=[\n", " html.Div([\n", - " html.H3(\"Blood Oxygen Trend for Respiratory Alerts\", style={\n", + " # Simple Title\n", + " html.H3(\"Your Breathing Health\", style={\n", " 'text-align': 'center',\n", - " 'margin-bottom': '20px',\n", - " 'font-family': 'Georgia, serif',\n", + " 'color': '#2b5876',\n", " 'font-size': '28px',\n", - " 'color': '#2C3E50',\n", - " 'text-transform': 'uppercase',\n", - " 'letter-spacing': '2px',\n", - " 'border-bottom': '2px solid #CCC',\n", - " 'padding-bottom': '10px'\n", + " 'margin-bottom': '20px'\n", " }),\n", + " \n", + " # Blood Oxygen Card - Very Simple\n", " html.Div([\n", " html.Div([\n", - " html.Label(\"Select Rolling Window Size:\", style={'font-weight': 'bold'}),\n", - " dcc.Slider(\n", - " id='window-size-slider',\n", - " min=1,\n", - " max=15,\n", - " step=1,\n", - " value=5,\n", - " marks={i: str(i) for i in range(1, 16)},\n", - " tooltip={\"placement\": \"bottom\", \"always_visible\": True}\n", - " )\n", - " ], style={'width': '45%', 'display': 'inline-block', 'padding': '20px'}),\n", + " html.H4(\"Blood Oxygen Level\", style={\n", + " 'color': '#2b5876',\n", + " 'text-align': 'center',\n", + " 'margin-bottom': '10px'\n", + " }),\n", + " \n", + " # Big Number Display\n", + " html.Div([\n", + " html.Div(f\"{summary_stats['Average Blood Oxygen Level (%)']}%\", style={\n", + " 'font-size': '48px',\n", + " 'font-weight': 'bold',\n", + " 'color': 'green' if summary_stats['Average Blood Oxygen Level (%)'] >= 95 else 'orange',\n", + " 'text-align': 'center'\n", + " }),\n", + " html.Div(\"Current Average\", style={\n", + " 'text-align': 'center',\n", + " 'font-size': '16px',\n", + " 'color': '#666'\n", + " })\n", + " ], style={'margin': '20px 0'}),\n", + " \n", + " # Simple Gauge\n", + " dcc.Graph(figure=go.Figure(go.Indicator(\n", + " mode=\"gauge+number\",\n", + " value=summary_stats['Average Blood Oxygen Level (%)'],\n", + " gauge={\n", + " 'axis': {'range': [85, 100]},\n", + " 'steps': [\n", + " {'range': [95, 100], 'color': \"lightgreen\"},\n", + " {'range': [90, 95], 'color': \"yellow\"},\n", + " {'range': [85, 90], 'color': \"red\"}],\n", + " 'bar': {'color': \"green\" if summary_stats['Average Blood Oxygen Level (%)'] >= 95 \n", + " else \"yellow\" if summary_stats['Average Blood Oxygen Level (%)'] >= 90 \n", + " else \"red\"}\n", + " },\n", + " title={'text': \"Healthy Range: 95-100%\"}\n", + " )), style={'height': '250px'}),\n", + " \n", + " # Simple Explanation\n", + " html.Div([\n", + " html.H5(\"What This Means:\", style={'color': '#2b5876'}),\n", + " html.Ul([\n", + " html.Li(\"🟢 95-100% = Good oxygen level\"),\n", + " html.Li(\"🟡 90-94% = Slightly low (tell your doctor)\"),\n", + " html.Li(\"🔴 Below 90% = Too low (call your doctor)\")\n", + " ], style={'font-size': '18px', 'padding-left': '20px'})\n", + " ], style={'margin-top': '20px'})\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'border': '2px solid #e7e7e7',\n", + " 'border-radius': '10px',\n", + " 'background-color': 'white'\n", + " })\n", + " ], style={'max-width': '600px', 'margin': '0 auto'}),\n", + " \n", + " # Breathing Pattern Graph (Simplified)\n", + " html.Div([\n", + " html.H4(\"Your Breathing Patterns Over Time\", style={\n", + " 'text-align': 'center',\n", + " 'color': '#2b5876',\n", + " 'margin': '40px 0 20px 0'\n", + " }),\n", + " \n", + " # Add the interactive oxygen trend graph from the original version\n", " html.Div([\n", - " html.Label(\"Set Alert Threshold (%):\", style={'font-weight': 'bold'}),\n", - " dcc.Slider(\n", - " id='threshold-slider',\n", - " min=85,\n", - " max=95,\n", - " step=0.5,\n", - " value=92,\n", - " marks={i: str(i) for i in range(85, 96)},\n", - " tooltip={\"placement\": \"bottom\", \"always_visible\": True}\n", - " )\n", - " ], style={'width': '45%', 'display': 'inline-block', 'padding': '20px'})\n", - " ], style={'display': 'flex', 'justify-content': 'space-between'}),\n", - " dcc.Graph(id='oxygen-trend-graph'),\n", - " html.Div(id='alert-summary', style={\n", - " 'margin-top': '20px',\n", - " 'padding': '15px',\n", - " 'border-radius': '5px',\n", - " 'background-color': '#f8f9fa'\n", - " }),\n", + " html.Div([\n", + " html.Label(\"Select Time Window:\", style={'font-weight': 'bold'}),\n", + " dcc.Slider(\n", + " id='window-size-slider',\n", + " min=1,\n", + " max=15,\n", + " step=1,\n", + " value=5,\n", + " marks={i: str(i) for i in range(1, 16)},\n", + " tooltip={\"placement\": \"bottom\", \"always_visible\": True}\n", + " )\n", + " ], style={'width': '45%', 'display': 'inline-block', 'padding': '20px'}),\n", + " html.Div([\n", + " html.Label(\"Set Alert Level (%):\", style={'font-weight': 'bold'}),\n", + " dcc.Slider(\n", + " id='threshold-slider',\n", + " min=85,\n", + " max=95,\n", + " step=0.5,\n", + " value=92,\n", + " marks={i: str(i) for i in range(85, 96)},\n", + " tooltip={\"placement\": \"bottom\", \"always_visible\": True}\n", + " )\n", + " ], style={'width': '45%', 'display': 'inline-block', 'padding': '20px'})\n", + " ], style={'display': 'flex', 'justify-content': 'space-between'}),\n", + " \n", + " dcc.Graph(id='oxygen-trend-graph'),\n", + " html.Div(id='alert-summary', style={\n", + " 'margin-top': '20px',\n", + " 'padding': '15px',\n", + " 'border-radius': '5px',\n", + " 'background-color': '#f8f9fa'\n", + " }),\n", + " \n", + " # Simple Alert Boxes\n", + " html.Div([\n", + " html.Div([\n", + " html.H5(\"When to Call Your Doctor:\", style={'color': '#2b5876'}),\n", + " html.Ul([\n", + " html.Li(\"If you see many drops below 92% (red line)\"),\n", + " html.Li(\"If you feel short of breath often\"),\n", + " html.Li(\"If you wake up gasping for air\")\n", + " ], style={'font-size': '18px'})\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'background-color': '#fff8e1',\n", + " 'border-left': '5px solid #ffc107',\n", + " 'margin-bottom': '20px'\n", + " }),\n", + " \n", + " html.Div([\n", + " html.H5(\"Tips for Better Breathing:\", style={'color': '#2b5876'}),\n", + " html.Ul([\n", + " html.Li(\"💨 Sit upright to help your lungs expand\"),\n", + " html.Li(\"🚭 Avoid smoke and dusty places\"),\n", + " html.Li(\"🏃 Do gentle exercises like walking\"),\n", + " html.Li(\"💧 Drink plenty of water\")\n", + " ], style={'font-size': '18px', 'list-style-type': 'none'})\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'background-color': '#e8f5e9',\n", + " 'border-left': '5px solid #4caf50'\n", + " })\n", + " ])\n", + " ], style={'max-width': '800px', 'margin': '0 auto'}),\n", + " \n", + " # Asthma Risk Section (Very Simple)\n", " html.Div([\n", - " html.H4(\"About Respiratory Alerts\", style={'text-align': 'center', 'margin-top': '20px'}),\n", - " html.P(\"\"\"\n", - " This chart monitors your blood oxygen levels over time. The red dashed line shows the alert threshold - \n", - " points below this level may indicate potential respiratory issues. The orange dotted line shows the \n", - " rolling average, which helps identify trends. Low blood oxygen (SpO2) can be a sign of:\n", - " \"\"\"),\n", - " html.Ul([\n", - " html.Li(\"Respiratory conditions like COPD or asthma\"),\n", - " html.Li(\"Sleep apnea or other sleep-related breathing disorders\"),\n", - " html.Li(\"Circulatory problems\"),\n", - " html.Li(\"High altitude effects\")\n", - " ]),\n", - " html.P(\"\"\"\n", - " If you see frequent alerts, please consult with your healthcare provider. Occasional brief dips may \n", - " be normal, especially during sleep.\n", - " \"\"\", style={'font-style': 'italic'})\n", - " ], style={\n", - " 'padding': '20px',\n", - " 'background-color': '#f8f9fa',\n", - " 'border-radius': '5px',\n", - " 'margin-top': '20px'\n", - " })\n", - " ], style={'padding': '20px'})\n", + " html.H4(\"Understanding Asthma Risks\", style={\n", + " 'text-align': 'center',\n", + " 'color': '#2b5876',\n", + " 'margin': '40px 0 20px 0'\n", + " }),\n", + " \n", + " # BMI Explanation Card\n", + " html.Div([\n", + " html.H5(\"Healthy Weight for Breathing\", style={'color': '#2b5876'}),\n", + " dcc.Graph(figure=asthma_bmi_fig),\n", + " html.P(\"Extra weight makes breathing harder. Aim for:\", style={\n", + " 'text-align': 'center',\n", + " 'font-size': '18px'\n", + " }),\n", + " html.Div([\n", + " html.Div(\"BMI 18.5-24.9\", style={\n", + " 'font-size': '24px',\n", + " 'font-weight': 'bold',\n", + " 'color': 'green',\n", + " 'text-align': 'center'\n", + " })\n", + " ], style={'margin': '10px 0'})\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'border': '1px solid #e7e7e7',\n", + " 'border-radius': '10px',\n", + " 'background-color': 'white',\n", + " 'max-width': '500px',\n", + " 'margin': '0 auto 20px auto'\n", + " }),\n", + " \n", + " # Lung Function Card\n", + " html.Div([\n", + " html.H5(\"Lung Strength Test\", style={'color': '#2b5876'}),\n", + " dcc.Graph(figure=lung_function_fig),\n", + " html.P(\"Doctors measure two numbers:\", style={'font-size': '18px'}),\n", + " html.Ul([\n", + " html.Li(\"FEV1: How much air you can blow out in 1 second\"),\n", + " html.Li(\"FVC: Total air you can blow out\")\n", + " ], style={'font-size': '18px'}),\n", + " html.Div([\n", + " html.Div(\"Normal Ratio > 70%\", style={\n", + " 'font-size': '20px',\n", + " 'font-weight': 'bold',\n", + " 'color': 'green',\n", + " 'text-align': 'center'\n", + " })\n", + " ], style={'margin': '10px 0'})\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'border': '1px solid #e7e7e7',\n", + " 'border-radius': '10px',\n", + " 'background-color': 'white',\n", + " 'max-width': '500px',\n", + " 'margin': '0 auto'\n", + " })\n", + " ], style={'max-width': '800px', 'margin': '0 auto'}),\n", + " \n", + " # Emergency Info\n", + " html.Div([\n", + " html.H4(\"When to Get Help Immediately\", style={\n", + " 'text-align': 'center',\n", + " 'color': 'red',\n", + " 'margin': '40px 0 20px 0'\n", + " }),\n", + " html.Div([\n", + " html.Div(\"🚨 Call Emergency Services If:\", style={\n", + " 'font-size': '20px',\n", + " 'font-weight': 'bold',\n", + " 'margin-bottom': '10px'\n", + " }),\n", + " html.Ul([\n", + " html.Li(\"Lips or fingernails turn blue\"),\n", + " html.Li(\"Can't catch your breath while sitting still\"),\n", + " html.Li(\"Feeling confused or very sleepy\")\n", + " ], style={\n", + " 'font-size': '18px',\n", + " 'background-color': '#ffebee',\n", + " 'padding': '20px',\n", + " 'border-radius': '5px'\n", + " })\n", + " ], style={\n", + " 'max-width': '500px',\n", + " 'margin': '0 auto',\n", + " 'text-align': 'center'\n", + " })\n", + " ])\n", + " ], style={\n", + " 'padding': '20px',\n", + " 'font-family': 'Arial, sans-serif'\n", + " })\n", " ], style={'padding': '20px'})\n", " ], style={'background-color': '#EAEAEA', 'font-family': 'Arial, sans-serif', 'font-size': '16px', 'border': '1px solid #CCC', 'border-radius': '10px'})\n", "], style={'max-width': '1200px', 'margin': '0 auto', 'padding': '20px', 'background-color': '#FFFFFF', 'box-shadow': '0px 4px 10px rgba(0,0,0,0.1)'})\n", "\n", - "# Callback for Blood Oxygen Trend\n", + "# Keep the existing callback for oxygen trend updates\n", "@app.callback(\n", " [Output('oxygen-trend-graph', 'figure'),\n", " Output('alert-summary', 'children')],\n",