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metrics_explain.js
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650 lines (565 loc) · 24.7 KB
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import * as d3 from 'https://cdn.jsdelivr.net/npm/d3@7/+esm';
// Set up container dimensions and margins
const margin = { top: 50, right: 50, bottom: 50, left: 100 };
const rowHeight = 500; // Height for each individual row
const plotGap = 20; // Gap between plots
// Data structure to hold our data
const dataFiles = {
bioData: 'assets/vis_data/bio.json',
cgmData: 'assets/vis_data/CGMacros.json',
mealData: 'assets/vis_data/meal_data.json'
};
// Function to fetch data
async function fetchData() {
try {
console.log("Fetching data from:", dataFiles);
const [bioData, cgmData, mealData] = await Promise.all([
d3.json(dataFiles.bioData).catch(error => {
console.error('Error loading bioData:', error);
throw error;
}),
d3.json(dataFiles.cgmData).catch(error => {
console.error('Error loading cgmData:', error);
throw error;
}),
d3.json(dataFiles.mealData).catch(error => {
console.error('Error loading mealData:', error);
throw error;
})
]);
// Filter for non-diabetic participants only
const nonDiabeticParticipants = bioData.filter(p => p["diabetes level"] === "Non-diabetic");
return { nonDiabeticParticipants, cgmData, mealData };
} catch (error) {
console.error('Error loading data:', error);
throw error;
}
}
function plotData(nonDiabeticParticipants, cgmData, mealData) {
// Count data points by PID to see what we have
const pidCounts = {};
cgmData.forEach(d => {
if (!pidCounts[d.PID]) pidCounts[d.PID] = 0;
pidCounts[d.PID]++;
});
console.log("Data points by PID:", pidCounts);
// Find which non-diabetic participants have data
const pidsWithData = Object.keys(pidCounts).map(pid => Number(pid));
const nonDiabeticPidsWithData = nonDiabeticParticipants
.filter(p => pidsWithData.includes(p.PID))
.map(p => p.PID);
// Select the first non-diabetic participants for demonstration
let selectedPIDs = nonDiabeticPidsWithData.slice(0, 1);
// Calculate total SVG height based on number of participants
const totalHeight = (selectedPIDs.length * (rowHeight + plotGap)) - plotGap + margin.top + margin.bottom;
// Let the width and height be dynamic based on the container size
const container = document.getElementById("explain_graph");
console.log("Container dimensions:", container.clientWidth, container.clientHeight);
const svgWidth = container.clientWidth;
const svgHeight = container.clientHeight;
// Append the SVG object to the specific HTML element (.graph-wrapper4)
const svg = d3.select('#explain_graph')
.append('svg')
.attr('width', svgWidth)
.attr('height', svgHeight)
.append('g')
.attr('transform', `translate(${margin.left},${margin.top})`);
// Process the timestamp to extract hours and minutes, only include time before 12PM
const parseTime = (timestamp) => {
try {
let timeParts;
if (timestamp.includes(":")) {
if (timestamp.split(" ").length >= 3) {
timeParts = timestamp.split(" ")[2].split(":");
} else {
timeParts = timestamp.split(" ").find(part => part.includes(":")).split(":");
}
const hours = parseInt(timeParts[0]);
const minutes = parseInt(timeParts[1]);
const decimalHours = hours + minutes / 60; // Convert to decimal hours
return decimalHours < 12 ? decimalHours : null; // Only include time before 12PM
} else {
console.warn("No time format found in timestamp:", timestamp);
return null;
}
} catch (error) {
console.error("Error parsing timestamp:", timestamp, error);
return null;
}
};
// Set up the x scale (shared across all plots)
const x = d3.scaleLinear()
.domain([0, 14]) // 24 hours in a day
.range([0, svgWidth]);
// Add the shared x-axis at the bottom with some margin
svg.append("g")
.attr("class", "x-axis")
.attr("transform", `translate(0, ${svgHeight - margin.bottom - margin.top})`)
.call(d3.axisBottom(x)
.ticks(12)
.tickFormat(d => {
if (d === 0 || d === 24) return "12AM";
if (d === 12) return "12PM";
return d < 12 ? `${d}AM` : `${d - 12}PM`;
}));
// Process and create each participant's plot
let maxGlucoseValue = 0; // To store the max glucose value across all participants
const participantData = [];
// First pass to collect all data and find the max glucose value
selectedPIDs.forEach(pid => {
const participantDayData = cgmData.filter(d =>
String(d.PID) === String(pid) &&
(d.Timestamp.startsWith("1 days") || d.Timestamp.startsWith("1 day") || d.Timestamp.includes("Day 1"))
);
const processedData = participantDayData.map(d => ({
time: parseTime(d.Timestamp),
value: d["Libre GL"] || 0
})).filter(d => d.value > 0);
if (processedData.length > 0) {
const participantMax = d3.max(processedData, d => d.value);
if (participantMax > maxGlucoseValue) {
maxGlucoseValue = participantMax;
}
const participant = nonDiabeticParticipants.find(p => p.PID === pid);
participantData.push({
pid,
name: `PID ${pid}`,
age: participant ? participant.Age : "Unknown",
gender: participant ? participant.Gender : "Unknown",
data: processedData
});
}
});
console.log("Participant data:", participantData);
console.log("Max glucose value:", maxGlucoseValue);
// Plot the y-axis
const y = d3.scaleLinear()
.domain([0, maxGlucoseValue * 1.1]) // Add 10% padding to the max glucose value
.range([svgHeight - margin.top - margin.bottom, 0]);
// Add y-axis to the left side
svg.append("g")
.attr("class", "y-axis")
.call(d3.axisLeft(y).ticks(5));
// Plot the horizontal grid lines
for (let i = 0; i <= maxGlucoseValue * 1.1; i += 20) {
svg.append("line")
.attr("x1", 0)
.attr("x2", svgWidth)
.attr("y1", y(i))
.attr("y2", y(i))
.attr("stroke", "#ccc")
.attr("stroke-width", 1);
}
// Adding y-axis label
svg.append("text")
.attr("class", "y label")
.attr("text-anchor", "end")
.attr("y", 0) // Adjusted for margin
.attr("dy", "-2.5em")
.attr("transform", "rotate(-90)")
.style("font-size", "12px") // Make the text smaller
.text("Glucose Level (mg/dL)");
// Plot the change of glucose as a line plot for the only participant
let onlyParticipant = participantData[0];
// Plot the line for the only participant
svg.append("path")
.datum(onlyParticipant.data)
.attr("fill", "none")
.attr("stroke", "steelblue")
.attr("stroke-width", 2)
.attr("d", d3.line()
.x(d => x(d.time))
.y(d => y(d.value))
.curve(d3.curveMonotoneX));
// Query the meal data for the only participant
const mealForParticipant = mealData.filter(d =>
String(d.PID) === String(onlyParticipant.pid) &&
(d.Timestamp.startsWith("1 days") || d.Timestamp.startsWith("1 day") || d.Timestamp.includes("Day 1")) &&
(d["Meal Type"] === "breakfast" || d["Meal Type"] === "lunch")
);
// ploting the meal data as dot in the visualization
mealForParticipant.forEach(d => {
const mealTime = parseTime(d.Timestamp);
const mealValue = d['Libre GL']; // Positioning for breakfast and lunch
// svg.append("circle")
// .attr("cx", x(mealTime))
// .attr("cy", y(mealValue))
// .attr("r", 5)
// .attr("fill", d["Meal Type"] === "breakfast" ? "red" : "red") // Both colors set to red
// .append("title") // Tooltip for meal type
// .text(`Meal: ${d["Meal Type"]}`);
});
let breakfast_startTime = parseTime(mealForParticipant.find(d => d["Meal Type"] === "breakfast").Timestamp);
let lunch_startTime = parseTime(mealForParticipant.find(d => d["Meal Type"] === "lunch").Timestamp);
let breakfast_start_glucose_value = onlyParticipant.data
.find(d => d.time === breakfast_startTime).value;
let lunch_start_glucose_value = onlyParticipant.data
.find(d => d.time === lunch_startTime).value;
// Calculate the glucose excursion time for breakfast which is the time where the glcuose level reach the highest point after breakfast within 3 hours
let breakfast_glucose_excursion_time = onlyParticipant.data
.filter(d => d.time >= breakfast_startTime && d.time <= (breakfast_startTime + 3))
.reduce((acc, d) => d.value > acc.value ? d : acc, { value: 0 }).time;
let lunch_glucose_excursion_time = onlyParticipant.data
.filter(d => d.time >= lunch_startTime && d.time <= (lunch_startTime + 3))
.reduce((acc, d) => d.value > acc.value ? d : acc, { value: 0 }).time;
let breakfast_glucose_excursion_value = onlyParticipant.data
.find(d => d.time === breakfast_glucose_excursion_time).value;
let lunch_glucose_excursion_value = onlyParticipant.data
.find(d => d.time === lunch_glucose_excursion_time).value;
// Calculate the glucose recovery time for breakfast which is the time where the glucose level return to the baseline level after breakfast within 3 hours
let breakfast_glucose_recovery_time = onlyParticipant.data
.filter(d => d.time > breakfast_startTime && d.time <= (breakfast_startTime + 3) && d.value <= breakfast_start_glucose_value)
.reduce((acc, d) => d.time < acc.time ? d : acc, { time: Infinity }).time;
let lunch_glucose_recovery_time = onlyParticipant.data
.filter(d => d.time > lunch_startTime && d.time <= (lunch_startTime + 3) && d.value <= lunch_start_glucose_value)
.reduce((acc, d) => d.time < acc.time ? d : acc, { time: Infinity }).time;
let breakfast_glucose_recovery_value = onlyParticipant.data
.find(d => d.time === breakfast_glucose_recovery_time).value;
let lunch_glucose_recovery_value = onlyParticipant.data
.find(d => d.time === lunch_glucose_recovery_time).value;
// add a vertical dash line to indicate the meal type
mealForParticipant.forEach(d => {
const mealTime = parseTime(d.Timestamp);
svg.append("line")
.attr("x1", x(mealTime))
.attr("x2", x(mealTime))
.attr("y1", 0)
.attr("y2", rowHeight)
.attr("stroke", "red")
.attr("stroke-dasharray", "5,5")
.append("title") // Tooltip for meal type
.text(`Meal: ${d["Meal Type"]}`);
// Adding text mentioning the meal type
svg.append("text")
.attr("x", x(mealTime))
.attr("y", -10) // Position above the line
.attr("text-anchor", "middle")
.attr("fill", "red")
.style("font-size", "15px")
.text(d["Meal Type"]);
});
// Adding a red line going from the meal starting time to the excursion time to indicate the glucose excursion
svg.append("line")
.attr("x1", x(breakfast_startTime))
.attr("x2", x(breakfast_glucose_excursion_time))
.attr("y1", y(breakfast_start_glucose_value)) // Baseline glucose level
.attr("y2", y(breakfast_start_glucose_value)) // Baseline glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-ge");
svg.append("line")
.attr("x1", x(lunch_startTime))
.attr("x2", x(lunch_glucose_excursion_time))
.attr("y1", y(lunch_start_glucose_value)) // Baseline glucose level
.attr("y2", y(lunch_start_glucose_value)) // Baseline glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-ge");
// add a dot at both end of the line to indicate the excursion
svg.append("circle")
.attr("cx", x(breakfast_startTime))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(breakfast_glucose_excursion_time))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(lunch_startTime))
.attr("cy", y(lunch_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(lunch_glucose_excursion_time))
.attr("cy", y(lunch_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
// Add a dot at both ends of the line to indicate the excursion
svg.append("circle")
.attr("cx", x(breakfast_startTime))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(breakfast_glucose_excursion_time))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
// Add hover effect to the line
const hoverTextGroup = svg.append("g")
.style("display", "none")
.attr("transform", `translate(${margin.left + 20}, ${margin.top + 20})`);
const hoverTextBackground = hoverTextGroup.append("rect")
.attr("id", "hover-text-background")
.attr("x", 0)
.attr("y", 0)
.attr("width", 300)
.attr("height", 120)
.attr("fill", "black")
.attr("opacity", 0.7)
.attr("rx", 10)
.attr("ry", 10);
const textContainer1 = hoverTextGroup.append("g")
.attr("class", "paragragh");
textContainer1.append("text")
.attr("class", "y-section-header")
.attr("x", 15)
.attr("y", 30)
.attr("fill", "white")
.style("font-size", "20px")
.text("Glucose Excursion Time");
const detailsText1 = textContainer1.append("text")
.attr("class", "details")
.attr("x", 15)
.attr("y", 60)
.attr("fill", "white")
.style("font-size", "16px");
detailsText1.append("tspan")
.attr("x", 15)
.text("The time it takes to reach");
detailsText1.append("tspan")
.attr("x", 15)
.attr("dy", "1.4em")
.text("the maximum glucose level after meal");
// Add event listeners for hover effect with increased hover area
svg.selectAll(".hover-line-ge")
.on("mouseover", function() {
d3.select(this).attr("stroke-width", 4);
hoverTextGroup.style("display", null);
})
.on("mouseout", function() {
d3.select(this).attr("stroke-width", 2);
hoverTextGroup.style("display", "none");
})
.on("mousemove", function(event) {
const [mouseX, mouseY] = d3.pointer(event);
hoverTextGroup.attr("transform", `translate(${mouseX + 10},${mouseY - 10})`);
});
// Add invisible rectangles to increase hover area
svg.selectAll(".hover-line-ge")
.each(function() {
const line = d3.select(this);
const x1 = line.attr("x1");
const x2 = line.attr("x2");
const y1 = line.attr("y1");
const y2 = line.attr("y2");
svg.append("rect")
.attr("x", Math.min(x1, x2) - 10)
.attr("y", Math.min(y1, y2) - 10)
.attr("width", Math.abs(x2 - x1) + 20)
.attr("height", Math.abs(y2 - y1) + 20)
.attr("fill", "none")
.attr("pointer-events", "all")
.on("mouseover", function() {
line.dispatch("mouseover");
})
.on("mouseout", function() {
line.dispatch("mouseout");
})
.on("mousemove", function(event) {
line.dispatch("mousemove", { detail: event });
});
});
// visualize the glucose recovery time
svg.append("line")
.attr("x1", x(breakfast_glucose_excursion_time))
.attr("x2", x(breakfast_glucose_recovery_time))
.attr("y1", y(breakfast_start_glucose_value)) // Excursion glucose level
.attr("y2", y(breakfast_start_glucose_value)) // Recovery glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-gr");
svg.append("line")
.attr("x1", x(lunch_glucose_excursion_time))
.attr("x2", x(lunch_glucose_recovery_time))
.attr("y1", y(lunch_start_glucose_value)) // Excursion glucose level
.attr("y2", y(lunch_start_glucose_value)) // Recovery glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-gr");
// Add a dot at both ends of the line to indicate the recovery
svg.append("circle")
.attr("cx", x(breakfast_glucose_excursion_time))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(breakfast_glucose_recovery_time))
.attr("cy", y(breakfast_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(lunch_glucose_excursion_time))
.attr("cy", y(lunch_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(lunch_glucose_recovery_time))
.attr("cy", y(lunch_start_glucose_value))
.attr("r", 5)
.attr("fill", "red");
// Creating new hover text group
const hoverTextGroupRecovery = svg.append("g")
.style("display", "none")
.attr("transform", `translate(${margin.left + 20}, ${margin.top + 20})`);
const hoverTextBackgroundRecovery = hoverTextGroupRecovery.append("rect")
.attr("id", "hover-text-background-recovery")
.attr("x", 0)
.attr("y", 0)
.attr("width", 300)
.attr("height", 120)
.attr("fill", "black")
.attr("opacity", 0.7) // Make the background more transparent
.attr("rx", 10) // Add rounded corners
.attr("ry", 10); // Add rounded corners
const textContainer2 = hoverTextGroupRecovery.append("g")
.attr("class", "paragragh");
textContainer2.append("text")
.attr("class", "y-section-header")
.attr("x", 15)
.attr("y", 30)
.attr("fill", "white")
.style("font-size", "20px")
.text("Glucose Recovery");
const detailsText2 = textContainer2.append("text")
.attr("class", "details")
.attr("x", 15)
.attr("y", 60)
.attr("fill", "white")
.style("font-size", "16px");
detailsText2.append("tspan")
.attr("x", 15)
.text("The time it takes to return");
detailsText2.append("tspan")
.attr("x", 15)
.attr("dy", "1.4em")
.text("to original glucose level");
// Add event listeners for hover effect
svg.selectAll(".hover-line-gr")
.on("mouseover", function() {
d3.select(this).attr("stroke-width", 4);
hoverTextGroupRecovery.style("display", null);
})
.on("mouseout", function() {
d3.select(this).attr("stroke-width", 2);
hoverTextGroupRecovery.style("display", "none");
})
.on("mousemove", function(event) {
const [mouseX, mouseY] = d3.pointer(event);
hoverTextGroupRecovery.attr("transform", `translate(${mouseX + 10},${mouseY - 10})`);
});
// Add invisible rectangles to increase hover area
svg.selectAll(".hover-line-gr")
.each(function() {
const line = d3.select(this);
const x1 = line.attr("x1");
const x2 = line.attr("x2");
const y1 = line.attr("y1");
const y2 = line.attr("y2");
svg.append("rect")
.attr("x", Math.min(x1, x2) - 10)
.attr("y", Math.min(y1, y2) - 10)
.attr("width", Math.abs(x2 - x1) + 20)
.attr("height", Math.abs(y2 - y1) + 20)
.attr("fill", "none")
.attr("pointer-events", "all")
.on("mouseover", function() {
line.dispatch("mouseover");
})
.on("mouseout", function() {
line.dispatch("mouseout");
})
.on("mousemove", function(event) {
line.dispatch("mousemove", { detail: event });
});
});
// visualize the excursion time
svg.append("line")
.attr("x1", x(breakfast_glucose_excursion_time))
.attr("x2", x(breakfast_glucose_excursion_time))
.attr("y1", y(breakfast_start_glucose_value)) // Baseline glucose level
.attr("y2", y(breakfast_glucose_excursion_value)) // Excursion glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-ex");
svg.append("line")
.attr("x1", x(lunch_glucose_excursion_time))
.attr("x2", x(lunch_glucose_excursion_time))
.attr("y1", y(lunch_start_glucose_value)) // Baseline glucose level
.attr("y2", y(lunch_glucose_excursion_value)) // Excursion glucose level
.attr("stroke", "red")
.attr("stroke-width", 2) // Thicker line
.attr("class", "hover-line-ex");
// Add a dot at both ends of the line to indicate the excursion
svg.append("circle")
.attr("cx", x(breakfast_glucose_excursion_time))
.attr("cy", y(breakfast_glucose_excursion_value))
.attr("r", 5)
.attr("fill", "red");
svg.append("circle")
.attr("cx", x(lunch_glucose_excursion_time))
.attr("cy", y(lunch_glucose_excursion_value))
.attr("r", 5)
.attr("fill", "red");
// Creating new hover text group for excursion
const hoverTextGroupExcursion = svg.append("g")
.style("display", "none")
.attr("transform", `translate(${margin.left + 20}, ${margin.top + 20})`); // Fixed position near top-left
const hoverTextBackgroundExcursion = hoverTextGroupExcursion.append("rect")
.attr("id", "hover-text-background-excursion")
.attr("x", 0)
.attr("y", 0)
.attr("width", 300) // Increased width
.attr("height", 120) // Increased height
.attr("fill", "black")
.attr("opacity", 0.7)
.attr("rx", 10)
.attr("ry", 10);
// Create a container for the text content
const textContainer = hoverTextGroupExcursion.append("g")
.attr("class", "paragragh");
// Add header
textContainer.append("text")
.attr("class", "y-section-header")
.attr("x", 15)
.attr("y", 30)
.attr("fill", "white")
.style("font-size", "20px") // Increased font size
.text("Glucose Excursion");
// Add details text with proper formatting
const detailsText = textContainer.append("text")
.attr("class", "details")
.attr("x", 15)
.attr("y", 60)
.attr("fill", "white")
.style("font-size", "16px"); // Increased font size
// Add text content with line breaks
detailsText.append("tspan")
.attr("x", 15)
.text("The maximum glucose level");
detailsText.append("tspan")
.attr("x", 15)
.attr("dy", "1.4em") // Increased line spacing
.text("reached after having a meal");
// Modify the mouseover event to keep the text box in fixed position
svg.selectAll(".hover-line-ex")
.on("mouseover", function() {
d3.select(this).attr("stroke-width", 4);
hoverTextGroupExcursion.style("display", null);
})
.on("mouseout", function() {
d3.select(this).attr("stroke-width", 2);
hoverTextGroupExcursion.style("display", "none");
});
}
async function main() {
try {
const { nonDiabeticParticipants, cgmData, mealData } = await fetchData();
plotData(nonDiabeticParticipants, cgmData, mealData);
} catch (error) {
console.error('Error in main function:', error);
}
}
main();