diff --git a/README.md b/README.md index 1afd831..6ef4810 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,7 @@  [ 
 Overview 
 ](#overview)   [ 
 Technologies 
 ](#technologies)   [ 
 Deploy 
 ](#deploy)  + [ 
 EDA 
 ](#eda)   [ 
 Current state 
 ](#current-state) 



@@ -30,11 +31,12 @@ - [Development](#development) - [Structure](#structure) - [Adding new service](#adding-new-service) - - [Current state](#current-state) + - [EDA](#eda) - [Distribution of political positions overall](#distribution-of-political-positions-overall) - [Distribution of political positions in the USA](#distribution-of-political-positions-in-the-usa) - [Distribution of political positions in the UK](#distribution-of-political-positions-in-the-uk) - [Bonus: Distribution of political positions of sources which require VPN](#bonus-distribution-of-political-positions-of-sources-which-require-vpn) + - [Current state](#current-state) ## Overview @@ -90,6 +92,8 @@ A NATS message queue which is used for S2S communication. ## Deploy The initial version is available at https://data-wrangling-and-visualisation.github.io/DeBias/ +The EDA is available at https://data-wrangling-and-visualisation.github.io/DeBias/ +The draft Javascript visualization is available at https://debias.inno.dartt0n.ru/ ### Using external S3 provider @@ -181,7 +185,7 @@ To add new service: -## Current state +## EDA We have collected 38 sources of news from USA and UK and found out their political positions. @@ -201,4 +205,30 @@ It seems left parties are indeed more liberal. We have parsed several news articles using python and prepared a deployment describing general trends in these articles. -The deployment can be found on [Github Pages](https://data-wrangling-and-visualisation.github.io/DeBias/) \ No newline at end of file +The deployment can be found on [Github Pages](https://data-wrangling-and-visualisation.github.io/DeBias/) + + +## Current state + +We have added a draft of our frontend visualization. It can be viewed in the **frontend** directory, in the **index.html** file. + +For now we have not created connection with the backend, however the file respresent our vision of the final visualization: graph of connections between keywords, their corresponding themes and number of occurence. + +The file can be opened as an html file, or py running the following script from the **frontend** directory: + +```python +python3 -m http.server +``` + +We are also incorporating NLP into data analysis. We perform the following operations on the extracted websites data: + +- Extract names entities from text: helps identify the most important keywords (people's names, countries, organizations). Performed with spacy. +- Find themes in the data: identify general theme of the text (politics, economics, etc.). Performed with transformers. + +The collected keywords are then combined for future analysis. + +Example of NLP preprocessing can be found in **debias/processor directory**, in **processor.py** file. + +Deploy can be found at: https://debias.inno.dartt0n.ru/ + +We have added the functionality to filter by date, category, number of keyword occurences. The number of shown nodes can also be limited. diff --git a/experiments/frontend/index.html b/experiments/frontend/index.html new file mode 100644 index 0000000..6cef4af --- /dev/null +++ b/experiments/frontend/index.html @@ -0,0 +1,52 @@ + + + + + + News Article Keyword Network by Date + + + + + + + +
+

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Filter by Popularity

+ + + 1 + + + + +
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+ + + + + + \ No newline at end of file diff --git a/experiments/frontend/parsed_news.json b/experiments/frontend/parsed_news.json new file mode 100644 index 0000000..38dd0d5 --- /dev/null +++ b/experiments/frontend/parsed_news.json @@ -0,0 +1,7523 @@ +[ + { + "title": "Hamas rejects Biden's optimism over ceasefire deal | World News | Sky News", + "date": null, + "website": "Sky News", + "keywords_data": [ + { + "text": "Benjamin Netanyahu", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Joe Bidens", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Hamas", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Biden", + "type": "ORG", + "source": "spacy" + }, + { + "text": "World News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Sky News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Lebanon", + "type": "GPE", + "source": "spacy" + }, + { + "text": "US", + "type": "GPE", + "source": "spacy" + } + ], + "keywords": [ + "Benjamin Netanyahu", + "Joe Bidens", + "Hamas", + "Biden", + "World News", + "Sky News", + "Lebanon", + "US" + ], + "snippet": "Hamas's spokesman in Lebanon tells Sky News the US president is just trying to \"keep everything sounding positive in the media\" and that Israeli Prime Minister Benjamin Netanyahu has made things \"more...", + "source_file": "179b926ff00e34588d53fbcadeb42ee09c593219874ad22aef2cf69adaebc269/850e4065c41ec977e7a73ab3935c916a05b2daa0ff303f8d11c37f6161132e0b.html" + }, + { + "title": "Israel-Hamas war: Rishi Sunak fails to endorse calls for ceasefire | Politics News | Sky News", + "date": null, + "website": "Sky News", + "keywords_data": [ + { + "text": "Rishi Sunak", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Stephen Flynn", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Politics News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Sky News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "The Labour Party", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Hamas", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Israel", + "type": "GPE", + "source": "spacy" + }, + { + "text": "Gaza", + "type": "GPE", + "source": "spacy" + } + ], + "keywords": [ + "Rishi Sunak", + "Stephen Flynn", + "Politics News", + "Sky News", + "The Labour Party", + "Hamas", + "Israel", + "Gaza" + ], + "snippet": "The Labour Party has also rejected calls for a ceasefire, arguing that Israel has the \"right to defend itself\" and to do what is needed to recover the 199 hostages held captive in Gaza. Political repo...", + "source_file": "1f569eee2b31d86e556d2d9ee6ad2a4181535a0adb43afdb924bfce2189100f7/b835c8020cbd752e0fa75bc73f8e0b5bc162fd76cb5531d5be289fe8a450aadf.html" + }, + { + "title": "Kamala Harris tells Benjamin Netanyahu she will 'not be silent' over suffering in Gaza while stressing Israel's 'right to defend itself' | World News | Sky News", + "date": null, + "website": "Sky News", + "keywords_data": [ + { + "text": "Kamala Harris", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Benjamin Netanyahu", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Joe Biden", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "Claire Gilbody Dickerson", + "type": "PERSON", + "source": "spacy" + }, + { + "text": "World News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Sky News", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Hamas", + "type": "ORG", + "source": "spacy" + }, + { + "text": "Democratic Party", + "type": "ORG", + "source": "spacy" + } + ], + "keywords": [ + "Kamala Harris", + "Benjamin Netanyahu", + "Joe Biden", + "Claire Gilbody Dickerson", + "World News", + "Sky News", + "Hamas", + "Democratic Party" + ], + "snippet": "The likely Democratic presidential nominee appeared more strident than Joe Biden when it came to expressing her views on Israel's war on Hamas in Gaza. 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Check console.`); + noDataMessage.style('display', 'block').text("Failed to load or process news data."); + }); +}); + + +// --- Data Pre-processing --- +function preprocessData(articles) { + // Group articles by the DATE PART ONLY (YYYY-MM-DD) + const articlesByDate = d3.group(articles, d => { + if (d.date && typeof d.date === 'string' && d.date.length >= 10) { + // Extract the first 10 characters which represent YYYY-MM-DD + return d.date.substring(0, 10); + } + return 'unknown_date'; // Handle cases where date is missing or invalid + }); + + // Get sorted list of unique YYYY-MM-DD dates + availableDates = Array.from(articlesByDate.keys()) + .filter(date => date !== 'unknown_date') // Remove the placeholder if it exists + .sort(); // Sort dates chronologically + + let globalMaxPop = 0; + + availableDates.forEach(date => { + const dailyArticles = articlesByDate.get(date); + if (dailyArticles) { // Ensure there are articles for this date key + const graphData = processSingleDateData(dailyArticles); + processedDataByDate.set(date, graphData); + + // Find the max popularity for this date + const dateMaxPop = d3.max(graphData.nodes, d => d.count) || 0; + if (dateMaxPop > globalMaxPop) { + globalMaxPop = dateMaxPop; + } + } + }); + + maxPopularity = globalMaxPop > 1 ? globalMaxPop : 10; // Set slider max (min 10) + popularitySlider.attr("max", maxPopularity); + + // Adjust initial slider value if needed + const currentSliderVal = parseInt(popularitySlider.property("value")); + if (currentSliderVal > maxPopularity) { + const newVal = Math.min(5, maxPopularity); // Set a reasonable default if max is low + popularitySlider.property("value", newVal); + popularityValueSpan.text(newVal); + } else if (maxPopularity <= 1) { + popularitySlider.property("value", 1); + popularityValueSpan.text(1); + } else { + // Update display if initial value is valid but different from default + popularityValueSpan.text(currentSliderVal); + } +} + + +// Process data for a single date (similar to original processData) +function processSingleDateData(articles) { + const nodes = new Map(); + const links = new Map(); // Use map for easier link aggregation + + articles.forEach(article => { + const keywords = Array.isArray(article.keywords) ? article.keywords : []; + + keywords.forEach(keyword => { + // Basic check for empty/null keywords + if (!keyword || typeof keyword !== 'string' || keyword.trim() === '') return; + const trimmedKeyword = keyword.trim(); // Use trimmed keyword + + if (!nodes.has(trimmedKeyword)) { + const isClass = classCategories.includes(trimmedKeyword.toLowerCase()); + nodes.set(trimmedKeyword, { + id: trimmedKeyword, + articles: [article], + count: 1, + isClass: isClass, + class: isClass ? trimmedKeyword.toLowerCase() : null, + categoryConnections: {} // Calculate later + }); + } else { + const node = nodes.get(trimmedKeyword); + node.articles.push(article); + node.count += 1; + } + }); + + // Create links (use trimmed keywords) + const articleKeywords = keywords.map(k => k?.trim()).filter(Boolean); // Trimmed and filtered list + for (let i = 0; i < articleKeywords.length; i++) { + for (let j = i + 1; j < articleKeywords.length; j++) { + const source = articleKeywords[i]; + const target = articleKeywords[j]; + if (source === target) continue; // Don't link a keyword to itself + + // Create a unique key for the link (order independent) + const linkKey = [source, target].sort().join('||'); + + if (links.has(linkKey)) { + const link = links.get(linkKey); + link.value += 1; + if (!link.articles.some(a => a.url === article.url)) { // Avoid duplicate article refs if possible + link.articles.push(article); + } + } else { + links.set(linkKey, { + source: source, // Store the actual keyword ID + target: target, + value: 1, + articles: [article] + }); + } + } + } + }); + + // Calculate category connections for non-class nodes + const finalLinks = Array.from(links.values()); + const finalNodes = Array.from(nodes.values()); + + finalNodes.forEach(node => { + if (!node.isClass) { + node.categoryConnections = {}; // Initialize here + finalLinks.forEach(link => { + let otherNodeId = null; + // Check source/target which might be objects or strings depending on D3 version/usage + const sourceId = typeof link.source === 'object' ? link.source.id : link.source; + const targetId = typeof link.target === 'object' ? link.target.id : link.target; + + if (sourceId === node.id) otherNodeId = targetId; + else if (targetId === node.id) otherNodeId = sourceId; + + if (otherNodeId) { + const otherNode = nodes.get(otherNodeId); // Use the original map for lookup + if (otherNode && otherNode.isClass) { + const category = otherNode.class; + node.categoryConnections[category] = (node.categoryConnections[category] || 0) + link.value; + } + } + }); + + // Calculate primary class and percentages + const connections = node.categoryConnections; + if (Object.keys(connections).length > 0) { + node.relatedClasses = Object.keys(connections); + // Find the class with the highest connection count + node.primaryClass = Object.entries(connections) + .reduce((a, b) => a[1] > b[1] ? a : b)[0]; // Find max entry based on value + + const totalConnections = Object.values(connections).reduce((a, b) => a + b, 0); + node.categoryPercentages = {}; + if (totalConnections > 0) { + Object.entries(connections).forEach(([category, count]) => { + node.categoryPercentages[category] = count / totalConnections; + }); + } + } else { + node.primaryClass = null; // No connections to categories + node.relatedClasses = []; + node.categoryPercentages = {}; + } + } else { + // For class nodes, set primaryClass to itself for easier filtering + node.primaryClass = node.class; + node.relatedClasses = [node.class]; + node.categoryPercentages = {[node.class]: 1}; // Represents 100% itself + } + }); + + return { + nodes: finalNodes, + links: finalLinks + }; +} + +// --- UI Control Setup --- +function populateControls() { + // Date Selector + dateSelect.selectAll('option') + .data(availableDates) + .join('option') // Use join for potential updates later + .attr('value', d => d) + .text(d => d); + + // Category Filters + categoryFiltersDiv.selectAll('.category-filter-item') + .data(classCategories) + .join('div') // Use join + .attr('class', 'category-filter-item') + .html(d => ` + + `); + + // Add event listeners AFTER elements are created + dateSelect.on('change', updateGraph); + categoryFiltersDiv.selectAll('.category-checkbox').on('change', updateGraph); + popularitySlider.on('input', () => { + popularityValueSpan.text(popularitySlider.property('value')); + // No need to call updateGraph here, use 'change' event for less frequent updates + }); + popularitySlider.on('change', updateGraph); // Update graph when slider value is finalized + + popularityMaxNodesInput.on('change', updateGraph); + + selectAllCatsButton.on('click', () => { + categoryFiltersDiv.selectAll('.category-checkbox').property('checked', true); + updateGraph(); + }); + deselectAllCatsButton.on('click', () => { + categoryFiltersDiv.selectAll('.category-checkbox').property('checked', false); + updateGraph(); + }); + resetFiltersButton.on('click', () => { + if (availableDates.length > 0) { + dateSelect.property('value', availableDates[0]); + } + categoryFiltersDiv.selectAll('.category-checkbox').property('checked', true); + popularitySlider.property("value", 1); + popularityValueSpan.text(1); + popularityMaxNodesInput.property("value", 150); + updateGraph(); + }); +} + + +// --- Filtering Logic --- +function filterData(originalData) { + const selectedCategories = categoryFiltersDiv.selectAll('.category-checkbox:checked').nodes().map(cb => cb.value); + const minPopularity = parseInt(popularitySlider.property('value')); + const maxNodes = parseInt(popularityMaxNodesInput.property('value')); + + if (!originalData || !originalData.nodes) { + return { nodes: [], links: [] }; // Return empty if no original data + } + + let filteredNodes = originalData.nodes.filter(node => { + // Popularity Filter + if (node.count < minPopularity) { + return false; + } + + // Category Filter + // If NO categories are selected, only show nodes that have NO category affiliation at all? + // Or show all nodes respecting only popularity? Let's show nodes matching popularity if no cats selected. + if (selectedCategories.length === 0) { + return true; // Show all nodes that pass popularity filter if no category is selected + } + + // If categories ARE selected: + if (node.isClass) { + // Keep class node only if its category is selected + return selectedCategories.includes(node.class); + } else { + // Keep non-class node if its primary class is selected OR any of its related classes are selected + return selectedCategories.includes(node.primaryClass) || + (node.relatedClasses && node.relatedClasses.some(cat => selectedCategories.includes(cat))); + } + // This line shouldn't be reached due to the logic above, but as a fallback: + // return false; + }); + + // Max Nodes Limit (applied after other filters, prioritizing higher count) + if (filteredNodes.length > maxNodes) { + // Sort by popularity descending, then alphabetically for tie-breaking + filteredNodes.sort((a, b) => { + const countDiff = b.count - a.count; + if (countDiff !== 0) return countDiff; + return a.id.localeCompare(b.id); + }); + filteredNodes = filteredNodes.slice(0, maxNodes); + } + + const filteredNodeIds = new Set(filteredNodes.map(n => n.id)); + + // Filter Links: Keep link only if both source and target nodes are in the filtered set + const filteredLinks = originalData.links.filter(link => { + const sourceId = typeof link.source === 'object' ? link.source.id : link.source; + const targetId = typeof link.target === 'object' ? link.target.id : link.target; + return filteredNodeIds.has(sourceId) && filteredNodeIds.has(targetId); + }); + + return { nodes: filteredNodes, links: filteredLinks }; +} + +// --- D3 Graph Rendering --- +function setupGraphSVG() { + // Get dimensions from container AFTER DOM is ready + const width = graphContainer.node().getBoundingClientRect().width; + const height = graphContainer.node().getBoundingClientRect().height; + + svg = graphDiv // Select the specific div for the SVG + .append("svg") + .attr("width", width) + .attr("height", height) + .attr("viewBox", [0, 0, width, height]) // Improves responsiveness + .attr("style", "max-width: 100%; height: auto; height: intrinsic;") // More CSS for responsiveness + .call(d3.zoom().scaleExtent([0.1, 8]).on("zoom", (event) => { + if (g) g.attr("transform", event.transform); + })); + + // Append the main group 'g' element where graph elements will live + g = svg.append("g"); + + // Select tooltip and edge info divs (already exist in HTML) + tooltip = d3.select(".tooltip"); + edgeInfo = d3.select(".edge-info"); + + // Add background click handler to reset highlights + svg.on("click", function(event) { + // Prevent reset if click is on a node/link (handled by their specific handlers) + if (event.target.closest(".node-group") || event.target.closest(".link")) { + return; + } + resetHighlights(currentGraphData); // Pass current data to reset colors correctly + }); + + // Handle window resizing + window.addEventListener('resize', () => { + const newWidth = graphContainer.node().getBoundingClientRect().width; + const newHeight = graphContainer.node().getBoundingClientRect().height; + svg.attr("width", newWidth) + .attr("height", newHeight) + .attr("viewBox", [0, 0, newWidth, newHeight]); + // Optionally recenter or restart simulation on resize + if (simulation) { + simulation.force("center", d3.forceCenter(newWidth / 2, newHeight / 2)).alpha(0.1).restart(); + } + }); +} + +function setupLegend() { + legend = d3.select(".legend"); + legend.html(""); // Clear previous legend content + + legend.append("h3").text("Categories"); + Object.entries(classColors).forEach(([category, color]) => { + const item = legend.append("div").attr("class", "legend-item"); + item.append("div") + .attr("class", "legend-color") + .style("background-color", color); + item.append("span").text(category.charAt(0).toUpperCase() + category.slice(1)); + }); + + legend.append("h3").text("Edge Thickness"); + legend.append("p").text("Represents co-occurrence count").style("font-size", "10px"); + + legend.append("h3").text("Node Visualization"); + legend.append("p").html(` + Size: Popularity
+ Color/Pie: Category affinity
+ Bold Label: Category Node + `).style("font-size", "10px"); +} + +function updateGraph() { + const selectedDate = dateSelect.property('value'); + const originalData = processedDataByDate.get(selectedDate); + + if (!originalData || !originalData.nodes) { + clearGraph(); + console.warn(`No preprocessed data found for date: ${selectedDate}`); + noDataMessage.style('display', 'block').text(`No data available for ${selectedDate}.`); + currentGraphData = { nodes: [], links: [] }; // Reset current data + return; + } + + currentGraphData = filterData(JSON.parse(JSON.stringify(originalData))); // Filter a deep copy + + if (currentGraphData.nodes.length === 0) { + clearGraph(); + noDataMessage.style('display', 'block').text(`No data matches the current filters for ${selectedDate}.`); + return; + } + + noDataMessage.style('display', 'none'); + renderGraph(currentGraphData); + } + +function clearGraph() { + if (simulation) { + simulation.stop(); // Stop the simulation + simulation = null; // Release simulation object + } + if (g) { + g.selectAll("*").remove(); // Clear contents of the main group + } else if (svg) { + // If g wasn't created or found, ensure svg is clear + svg.selectAll("g").remove(); + g = svg.append("g"); // Recreate the main group if needed + } + // No need to hide noDataMessage here, renderGraph or updateGraph will manage it +} + +function renderGraph(data) { + clearGraph(); // Clear previous graph elements and stop simulation + + if (!data || !data.nodes || data.nodes.length === 0) { + console.log("No data to render."); + noDataMessage.style('display', 'block').text("No data to display with current filters."); + return; + } + + const width = graphContainer.node().getBoundingClientRect().width; + const height = graphContainer.node().getBoundingClientRect().height; + + // Ensure 'g' exists + if (!g) { + g = svg.append("g"); + } + + // --- Simulation Setup (Re-initialize for new data) --- + simulation = d3.forceSimulation(data.nodes) + .force("charge", d3.forceManyBody().strength(-150 - data.nodes.length)) // Adjust strength based on node count + .force("link", d3.forceLink(data.links) + .id(d => d.id) + .distance(d => 70 + 60 / (Math.sqrt(d.value) || 1)) // Adjust link distance based on value + .strength(d => 0.4 + 0.6 / (d.value || 1)) // Stronger links for higher value? Experiment. + ) + .force("center", d3.forceCenter(width / 2, height / 2)) + .force("collide", d3.forceCollide().radius(d => getNodeRadius(d) + 4).strength(0.7)) // Collision radius + .on("tick", ticked); // Define tick handler separately + + + // --- Create Links --- + link = g.append("g") + .attr("class", "links") + .selectAll("line") + .data(data.links, d => `${d.source.id || d.source}-${d.target.id || d.target}`) // Key function for object constancy + .join("line") // Use join for enter/update/exit + .attr("class", "link") + .attr("stroke-width", d => Math.max(1, Math.sqrt(d.value) * 1.2)) // Link width + .style("stroke", d => getLinkColor(d, data.nodes)) + .style("stroke-opacity", 0.6); + + + // --- Create Node Groups --- + nodeGroup = g.append("g") + .attr("class", "nodes") + .selectAll("g.node-group") + .data(data.nodes, d => d.id) // Key function for object constancy + .join("g") // Use join + .attr("class", "node-group") + .call(d3.drag() // Apply drag behavior + .on("start", dragstarted) + .on("drag", dragged) + .on("end", dragended)); + + // Pie chart setup (can be defined once outside) + const pie = d3.pie().sort(null).value(d => d.value); + const arc = d3.arc().innerRadius(0); + + // Add node visuals (circles or pies) + nodeGroup.each(function(d) { + const group = d3.select(this); + // group.selectAll("*").remove(); // Join should handle removal, but clear just in case + + const radius = getNodeRadius(d); + arc.outerRadius(radius); // Update arc generator radius + + // Determine if node should be simple circle or pie + const showPie = !d.isClass && d.categoryPercentages && Object.keys(d.categoryPercentages).length > 1; + + if (!showPie) { + group.append("circle") + .attr("r", radius) + .attr("fill", getNodeColor(d)) + .attr("stroke", d.isClass ? "#333" : getNodeColor(d)) // Outline class nodes + .attr("stroke-width", d.isClass ? 1.5 : 0.5); + } else { + const pieData = Object.entries(d.categoryPercentages) + .map(([key, value]) => ({ key, value })) + .filter(entry => entry.value > 0); // Filter out 0% slices + + if (pieData.length > 0) { + const pieSlices = pie(pieData); + group.selectAll(".pie-slice") + .data(pieSlices) + .join("path") // Use join for slices + .attr("class", "pie-slice") + .attr("d", arc) + .attr("fill", slice => classColors[slice.data.key] || defaultColor) + .attr("stroke", "#fff") + .attr("stroke-width", 0.5); + } else { + // Fallback to simple circle if pie data is empty after filtering + group.append("circle") + .attr("r", radius) + .attr("fill", getNodeColor(d)) + .attr("stroke", d.isClass ? "#333" : getNodeColor(d)) + .attr("stroke-width", d.isClass ? 1.5 : 0.5); + } + } + }); + + // --- Add Labels --- + label = g.append("g") + .attr("class", "labels") + .selectAll("text") + .data(data.nodes, d => d.id) // Key function + .join("text") // Use join + .attr("class", "node-label") + .text(d => d.id) + .attr("font-size", d => d.isClass ? 11 : Math.min(12, 6 + Math.sqrt(d.count))) // Adjust label size + .attr("font-weight", d => d.isClass ? "bold" : "normal") + .attr("dx", d => getNodeRadius(d) + 4) // Position relative to node radius + .attr("dy", ".35em") + .style("fill", "#333") + .style("pointer-events", "none") // Prevent labels interfering with node events + .style("text-shadow", "0 0 2px white, 0 0 2px white"); // Basic text shadow for readability + + + // --- Setup Interactions --- + setupNodeInteractions(data); + setupLinkInteractions(data); + + + // --- Simulation Tick Handler --- + function ticked() { + link + .attr("x1", d => d.source.x) + .attr("y1", d => d.source.y) + .attr("x2", d => d.target.x) + .attr("y2", d => d.target.y); + + nodeGroup + .attr("transform", d => `translate(${d.x},${d.y})`); + + // Labels are part of the 'labels' group, position them directly + label + .attr("x", d => d.x) + .attr("y", d => d.y); + } + + // Restart simulation with some alpha + simulation.alpha(1).restart(); // Higher alpha initially +} + + +// --- Helper Functions --- +function getNodeRadius(d) { + const baseSize = d.isClass ? 7 : 4; + // Scale radius with square root of count, apply caps + return Math.max(baseSize, Math.min(35, baseSize + Math.sqrt(d.count) * 2)); +} + +function getNodeColor(d) { + if (d.isClass) { + return classColors[d.class] || defaultColor; + } else if (d.primaryClass && (!d.categoryPercentages || Object.keys(d.categoryPercentages).length <= 1)) { + // Simple node or only one category connection - use primary class color with opacity + return (classColors[d.primaryClass] || defaultColor) + "E6"; // E6 = 90% opacity + } else if (!d.primaryClass && (!d.relatedClasses || d.relatedClasses.length === 0)) { + // Node with no category connections at all + return defaultColor + "B3"; // B3 = 70% opacity + } + // If it's a pie chart node, the color is handled by the pie slices. + // Return a base color (e.g., light gray) in case pie slices don't cover fully, or transparent. + return "#f0f0f0"; // Light gray base for pie nodes (mostly covered) +} + +function getLinkColor(linkData, nodes) { + const sourceNode = nodes.find(n => n.id === (linkData.source.id || linkData.source)); + const targetNode = nodes.find(n => n.id === (linkData.target.id || linkData.target)); + + if (!sourceNode || !targetNode) return "#bbb"; // Fallback grey + + if (sourceNode.isClass && targetNode.isClass) { + return blendColors(classColors[sourceNode.class], classColors[targetNode.class]) || "#aaa"; + } else if (sourceNode.isClass) { + return (classColors[sourceNode.class] || "#bbb") + "99"; // 60% opacity + } else if (targetNode.isClass) { + return (classColors[targetNode.class] || "#bbb") + "99"; + } else if (sourceNode.primaryClass && targetNode.primaryClass && sourceNode.primaryClass === targetNode.primaryClass) { + return (classColors[sourceNode.primaryClass] || "#bbb") + "73"; // 45% opacity + } else if (sourceNode.primaryClass && targetNode.primaryClass) { + // Blend between different primary classes? Or grey? Let's use lighter grey. + return "#ccc"; // Lighter grey for mixed non-class links + } + + return "#ddd"; // Default link color (e.g., between two nodes with no category affinity) + } + +// Function to blend two hex colors +function blendColors(color1, color2) { + const hexToRgb = hex => { + if (!hex || hex.length < 7 || !hex.startsWith('#')) return null; // Basic validation + const bigint = parseInt(hex.slice(1), 16); + const r = (bigint >> 16) & 255; + const g = (bigint >> 8) & 255; + const b = bigint & 255; + return [r, g, b]; + }; + const rgbToHex = (r, g, b) => "#" + ((1 << 24) + (r << 16) + (g << 8) + b).toString(16).slice(1).toUpperCase(); + + const rgb1 = hexToRgb(color1); + const rgb2 = hexToRgb(color2); + + if (!rgb1 || !rgb2) return null; // Return null if color conversion failed + + const blended = [ Math.round((rgb1[0] + rgb2[0]) / 2), Math.round((rgb1[1] + rgb2[1]) / 2), Math.round((rgb1[2] + rgb2[2]) / 2) ]; + return rgbToHex(...blended); +} + +// --- Drag Functions --- +function dragstarted(event, d) { + if (!event.active) simulation.alphaTarget(0.3).restart(); // Heat up simulation + d.fx = d.x; // Fix x position + d.fy = d.y; // Fix y position + d3.select(this).raise(); // Bring dragged node to front +} + +function dragged(event, d) { + d.fx = event.x; // Update fixed x position + d.fy = event.y; // Update fixed y position +} + +function dragended(event, d) { + if (!event.active) simulation.alphaTarget(0); // Cool down simulation + // Keep node fixed after drag: + // d.fx = d.x; + // d.fy = d.y; + // Or release it (allow simulation to position it again): + d.fx = null; + d.fy = null; +} + +// --- Interaction Handlers --- +function setupNodeInteractions(data) { + if (!nodeGroup || !link || !tooltip || !data || !data.nodes) return; + + nodeGroup.on("mouseover", function(event, d) { + const nodeElement = d3.select(this); + nodeElement.raise(); // Bring node to front visually + + // Highlight node and its label slightly + nodeElement.select('circle, path').attr('stroke', '#333').attr('stroke-width', 2); + label.filter(l => l.id === d.id).attr('font-weight', 'bold'); //.style('fill', 'black'); + + + // Highlight connected links and nodes + const connectedNodeIds = new Set([d.id]); + link.style("stroke-opacity", l => { + const sourceId = l.source.id || l.source; + const targetId = l.target.id || l.target; + const isConnected = (sourceId === d.id || targetId === d.id); + if (isConnected) { + connectedNodeIds.add(sourceId === d.id ? targetId : sourceId); + } + return isConnected ? 1 : 0.1; + }).style("stroke", l => { + const sourceId = l.source.id || l.source; + const targetId = l.target.id || l.target; + return (sourceId === d.id || targetId === d.id) ? '#ff4500' : getLinkColor(l, data.nodes); // Highlight color OrangeRed + }); + + // Dim non-connected nodes and labels + nodeGroup.style("opacity", n => connectedNodeIds.has(n.id) ? 1 : 0.2); + label.style("opacity", n => connectedNodeIds.has(n.id) ? 1 : 0.2); + + + // --- Tooltip Content Generation --- + tooltip.style("opacity", 0.9); // Make tooltip visible + let tooltipContent = `

${d.id}

`; + + if (d.isClass) { + tooltipContent += `

CATEGORY

`; + } else if (d.relatedClasses && d.relatedClasses.length > 0) { + tooltipContent += `

Category Affinity:

`; + Object.entries(d.categoryPercentages || {}) + .sort((a, b) => b[1] - a[1]) // Sort by percentage descending + .forEach(([cls, percentage]) => { + const percent = Math.round(percentage * 100); + if (percent > 0) { // Only show > 0% + tooltipContent += `${cls} ${percent}% `; + } + }); + tooltipContent += `
`; + } + + tooltipContent += `

Appears in ${d.count} article${d.count > 1 ? 's' : ''} on this date

`; + + if (d.articles && d.articles.length > 0) { + tooltipContent += `

Related Articles (${d.articles.length}):

`; + } + + tooltip.html(tooltipContent); + + }) + .on("mousemove", function(event, d) { + // Tooltip positioning - adjust slightly to avoid cursor overlap + const [mouseX, mouseY] = d3.pointer(event, graphContainer.node()); // Get pointer relative to container + tooltip.style("left", (mouseX + 15) + "px") + .style("top", (mouseY - 10) + "px"); + }) + .on("mouseout", function(event, d) { + // Reset highlights if not currently 'clicked' (persisted highlight) + if (!d3.select(this).classed('clicked-highlight')) { + resetHighlights(data); + } + tooltip.style("opacity", 0); // Hide tooltip + }) + .on("click", function(event, d) { + event.stopPropagation(); // Prevent background click reset + + // Toggle clicked state for persistent highlight + const isClicked = d3.select(this).classed('clicked-highlight'); + // Clear previous clicked highlights first + nodeGroup.classed('clicked-highlight', false); + // Then set/unset for the current node + d3.select(this).classed('clicked-highlight', !isClicked); + + if (!isClicked) { + // Apply persistent highlight (similar to mouseover, but won't clear on mouseout) + const connectedNodeIds = new Set([d.id]); + link.style("stroke-opacity", l => { + const sourceId = l.source.id || l.source; + const targetId = l.target.id || l.target; + const isConnected = (sourceId === d.id || targetId === d.id); + if (isConnected) connectedNodeIds.add(sourceId === d.id ? targetId : sourceId); + return isConnected ? 1 : 0.1; + }).style("stroke", l => (connectedNodeIds.has(l.source.id || l.source) && connectedNodeIds.has(l.target.id || l.target)) ? '#ff4500' : getLinkColor(l, data.nodes)); + + nodeGroup.style("opacity", n => connectedNodeIds.has(n.id) ? 1 : 0.2); + label.style("opacity", n => connectedNodeIds.has(n.id) ? 1 : 0.2); + + // --- Detailed Tooltip (can be same as mouseover or more detailed) --- + // You can reuse the mouseover content or add more details if needed + tooltip.style("opacity", 0.9); // Keep tooltip visible + const [mouseX, mouseY] = d3.pointer(event, graphContainer.node()); + tooltip.style("left", (mouseX + 15) + "px") + .style("top", (mouseY - 10) + "px"); + } else { + // If clicking again, remove the persistent highlight + resetHighlights(data); + } + }); +} + +function setupLinkInteractions(data) { + if (!link || !edgeInfo || !tooltip || !data || !data.nodes) return; + + link.on("mouseover", function(event, d) { + const linkElement = d3.select(this); + linkElement.raise(); // Bring link to front + + linkElement + .attr("stroke-width", (Math.max(1, Math.sqrt(d.value) * 1.2)) + 1.5) // Thicken on hover + .style("stroke-opacity", 1) + .style("stroke", "#ff4500"); // Highlight color + + // Show edge info + const sourceNode = data.nodes.find(n => n.id === (d.source.id || d.source)); + const targetNode = data.nodes.find(n => n.id === (d.target.id || d.target)); + edgeInfo.style("display", "block") + .html(`${sourceNode?.id || '?'} ↔ ${targetNode?.id || '?'}
+ Count: ${d.value} article${d.value > 1 ? 's' : ''}`); + + // Position edge info + const [mouseX, mouseY] = d3.pointer(event, graphContainer.node()); + edgeInfo.style("left", (mouseX + 10) + "px") + .style("top", (mouseY - 30) + "px"); + }) + .on("mousemove", function(event) { + // Edge info positioning update + const [mouseX, mouseY] = d3.pointer(event, graphContainer.node()); + edgeInfo.style("left", (mouseX + 10) + "px") + .style("top", (mouseY - 30) + "px"); + }) + .on("mouseout", function(event, d) { + // Reset style only if not clicked + if (!d3.select(this).classed('clicked-highlight-link')) { + d3.select(this) + .attr("stroke-width", Math.max(1, Math.sqrt(d.value) * 1.2)) // Reset width + .style("stroke-opacity", 0.6) + .style("stroke", getLinkColor(d, data.nodes)); // Reset color + } + edgeInfo.style("display", "none"); + }) + .on("click", function(event, d) { + event.stopPropagation(); // Prevent background click reset + + // Clear previous link clicks + link.classed('clicked-highlight-link', false); + // Toggle clicked state for this link + d3.select(this).classed('clicked-highlight-link', true); + + + // Show detailed article list for the connection in the main tooltip + const sourceNode = data.nodes.find(n => n.id === (d.source.id || d.source)); + const targetNode = data.nodes.find(n => n.id === (d.target.id || d.target)); + + let content = `

Connection: ${sourceNode?.id || '?'} — ${targetNode?.id || '?'}

+

Appears together in ${d.articles?.length || d.value} article${(d.articles?.length || d.value) > 1 ? 's' : ''} on this date

`; + + if (d.articles && d.articles.length > 0) { + content += `

Articles (${d.articles.length}):

`; + } else { + content += `

(Article details not available for this link)

` + } + + tooltip.html(content).style("opacity", 0.9); // Show tooltip + + // Position tooltip + const [mouseX, mouseY] = d3.pointer(event, graphContainer.node()); + tooltip.style("left", (mouseX + 15) + "px") + .style("top", (mouseY - 10) + "px"); + }); +} + + +// Highlight reset function +function resetHighlights(data) { + if (!link || !nodeGroup || !label || !data || !data.nodes) return; // Exit if elements don't exist + + // Clear clicked highlights + nodeGroup.classed('clicked-highlight', false); + link.classed('clicked-highlight-link', false); + + // Reset styles + link.style("stroke", d => getLinkColor(d, data.nodes)) // Use current data to get link color + .style("stroke-opacity", 0.6) + .attr("stroke-width", d => Math.max(1, Math.sqrt(d.value) * 1.2)); // Reset width + + nodeGroup.style("opacity", 1) + .select('circle, path') // Reset node stroke + .attr('stroke', d => d.isClass ? "#333" : getNodeColor(d)) + .attr('stroke-width', d => d.isClass ? 1.5 : 0.5); + + label.style("opacity", 1).attr('font-weight', d => d.isClass ? "bold" : "normal"); //.style('fill', '#333'); + + // Hide tooltips/info + tooltip.style("opacity", 0); + edgeInfo.style("display", "none"); +} + +// Helper to check node connectivity (needs current graph data's links) +// Not strictly needed if using the Set approach in mouseover, but can be useful +function isConnected(nodeA, nodeB, graphData) { + if (!graphData || !graphData.links) return false; + if (!nodeA || !nodeB) return false; + if (nodeA.id === nodeB.id) return true; // A node is connected to itself + + const nodeA_id = nodeA.id; + const nodeB_id = nodeB.id; + + return graphData.links.some(link => { + const sourceId = link.source.id || link.source; + const targetId = link.target.id || link.target; + return (sourceId === nodeA_id && targetId === nodeB_id) || + (sourceId === nodeB_id && targetId === nodeA_id); + }); +} \ No newline at end of file diff --git a/experiments/frontend/style.css b/experiments/frontend/style.css new file mode 100644 index 0000000..91cd2eb --- /dev/null +++ b/experiments/frontend/style.css @@ -0,0 +1,235 @@ +/* General body and layout */ +body { + font-family: Arial, sans-serif; + margin: 0; + padding: 0; + display: flex; /* Use flexbox for layout */ + height: 100vh; + overflow: hidden; +} + +#controls { + width: 250px; /* Width of the control panel */ + padding: 15px; + background-color: #f4f4f4; + border-right: 1px solid #ccc; + overflow-y: auto; /* Allow scrolling if controls overflow */ + height: 100%; + box-sizing: border-box; + z-index: 200; /* Ensure controls are above graph */ +} + +#controls h3 { + margin-top: 15px; + margin-bottom: 5px; + font-size: 14px; + border-bottom: 1px solid #ddd; + padding-bottom: 3px; +} + +#controls h3:first-child { + margin-top: 0; +} + +#controls label { + display: block; + margin-bottom: 5px; + font-size: 12px; +} + +#controls select, +#controls input[type="range"], +#controls input[type="number"] { + width: 100%; + margin-bottom: 10px; + box-sizing: border-box; +} + +#category-filters div { + margin-bottom: 3px; + font-size: 12px; +} +#category-filters div label { + display: inline-block; /* Keep label and checkbox together */ + margin-bottom: 0; +} + +#category-filters input[type="checkbox"] { + margin-right: 5px; + vertical-align: middle; /* Align checkbox nicely */ +} +#category-filters button { + font-size: 10px; + padding: 2px 5px; + margin-right: 5px; + margin-top: 5px; +} + + +#graph-container { + flex-grow: 1; /* Graph takes remaining space */ + position: relative; /* Needed for absolute positioning of tooltip/legend */ + height: 100%; +} + +#graph { + width: 100%; + height: 100%; +} + +/* --- Node, Link, Tooltip, Legend styles --- */ +.node { + cursor: pointer; +} + +.link { + stroke: #999; + stroke-opacity: 0.6; + /* transition: stroke 0.2s ease-out, stroke-opacity 0.2s ease-out; Optional: smooth transition for highlight */ +} + +.tooltip { + position: absolute; + background-color: white; + border: 1px solid #ddd; + border-radius: 5px; + padding: 10px; + max-width: 300px; + font-size: 12px; + pointer-events: none; /* Important so it doesn't block mouse events on graph */ + opacity: 0; + transition: opacity 0.3s; + box-shadow: 0 2px 5px rgba(0,0,0,0.2); + z-index: 100; +} + +.tooltip h3 { + margin-top: 0; + margin-bottom: 5px; + font-size: 14px; /* Slightly larger heading */ +} + +.tooltip p { + margin: 5px 0; +} + +.tooltip ul { + margin: 5px 0; + padding-left: 20px; + max-height: 150px; /* Limit list height */ + overflow-y: auto; /* Add scroll if list is long */ +} +.tooltip li { + margin-bottom: 3px; +} + +.legend { + position: absolute; + top: 10px; + right: 10px; + background-color: rgba(255, 255, 255, 0.85); /* Slightly less transparent */ + padding: 10px; + border-radius: 5px; + border: 1px solid #ddd; + font-size: 12px; + z-index: 90; /* Below controls but above graph elements */ + max-height: calc(100vh - 40px); /* Prevent legend from becoming too tall */ + overflow-y: auto; + max-width: 200px; /* Prevent legend from becoming too wide */ +} +.legend h3 { + margin-top: 10px; + margin-bottom: 5px; + font-size: 13px; + border-bottom: 1px solid #eee; + padding-bottom: 3px; +} +.legend h3:first-child { + margin-top: 0; +} +.legend p { + margin-top: 0; + margin-bottom: 8px; +} + + +.legend-item { + display: flex; + align-items: center; + margin: 5px 0; +} + +.legend-color { + width: 15px; + height: 15px; + margin-right: 8px; + border-radius: 50%; + border: 1px solid #ccc; /* Add slight border */ + flex-shrink: 0; /* Prevent color box from shrinking */ +} + +.legend span { + word-break: break-word; /* Wrap long category names */ +} + + +.badge { + display: inline-block; + font-size: 10px; + font-weight: bold; + color: white; + background-color: #666; + padding: 2px 6px; + border-radius: 10px; + margin-right: 5px; + margin-bottom: 3px; /* Spacing if they wrap */ +} + +.edge-info { + position: absolute; + background-color: rgba(255, 255, 255, 0.9); + border: 1px solid #ccc; + border-radius: 4px; + padding: 5px 8px; + font-size: 12px; + pointer-events: none; + display: none; + z-index: 100; + white-space: nowrap; /* Prevent wrapping */ +} + +.pie-slice { + stroke: #fff; + stroke-width: 0.5px; /* Thinner stroke for pies */ +} + +/* Loading Indicator */ +.loading { + position: fixed; + top: 0; + left: 0; + width: 100%; + height: 100%; + background-color: rgba(255, 255, 255, 0.85); + display: flex; + justify-content: center; + align-items: center; + z-index: 1000; /* Highest */ + font-size: 24px; + font-weight: bold; + color: #555; +} + +/* No Data Message */ +#no-data-message { + position: absolute; + top: 50%; + left: 50%; + transform: translate(-50%, -50%); + font-size: 18px; + color: #888; + display: none; /* Hidden by default */ + z-index: 50; + text-align: center; + padding: 20px; +} \ No newline at end of file