diff --git a/graphviz/processing/create_clusters.py b/graphviz/processing/create_clusters.py index c7975ff..61b666a 100644 --- a/graphviz/processing/create_clusters.py +++ b/graphviz/processing/create_clusters.py @@ -13,17 +13,13 @@ from tqdm import tqdm INPUT_CSV = "../../data/dataset-dev.csv" OUTPUT_JSON = "../../data/clustered_output.json" MODEL_NAME = "all-MiniLM-L6-v2" -SIMILARITY_THRESHOLD = 0.65 +SIMILARITY_THRESHOLD = 0.55 def generate_guid(): return str(uuid.uuid4()) def read_csv(file_path: str): - """ - Expected format per row: - [claim, event1, event2, event3, ...] - """ data = [] with open(file_path, newline='', encoding='utf-8') as f: @@ -63,10 +59,7 @@ def embed_texts(model, texts: List[str], desc="Embedding"): return np.array(embeddings) -def cluster_embeddings(embeddings, threshold=0.75, desc="Clustering"): - """ - Uses Agglomerative clustering with cosine distance - """ +def cluster_embeddings(embeddings, threshold=0.75): distance_matrix = 1 - cosine_similarity(embeddings) clustering = AgglomerativeClustering( @@ -85,68 +78,74 @@ def main(): data = read_csv(INPUT_CSV) - # Collect all claims and events separately - claim_texts = [] - claim_ids = [] + claim_texts, claim_ids = [], [] + event_texts, event_ids = [], [] - event_texts = [] - event_ids = [] - - links = [] # claim -> events + raw_links = [] # temporary for cluster mapping for entry in tqdm(data, desc="Processing rows"): claim = entry["claim"] claim_ids.append(claim["id"]) - - # Context-enhanced claim claim_texts.append(f"Claim: {claim['text']}") for event in entry["events"]: event_ids.append(event["id"]) - - # Context-enhanced event event_texts.append(f"Event: {event['text']}") - links.append({ + raw_links.append({ "claim_id": claim["id"], "event_id": event["id"] }) - # Embed print("Embedding claims...") claim_embeddings = embed_texts(model, claim_texts, desc="Claims") print("Embedding events...") event_embeddings = embed_texts(model, event_texts, desc="Events") - # Cluster print("Clustering claims...") claim_labels = cluster_embeddings(claim_embeddings, SIMILARITY_THRESHOLD) print("Clustering events...") event_labels = cluster_embeddings(event_embeddings, SIMILARITY_THRESHOLD) - # Build cluster structures - claim_clusters: Dict[int, List[str]] = {} + # Assign GUIDs to clusters + claim_cluster_map = {} + for label in set(claim_labels): + claim_cluster_map[int(label)] = generate_guid() + + event_cluster_map = {} + for label in set(event_labels): + event_cluster_map[int(label)] = generate_guid() + + # Build cluster membership + claim_clusters = {} for cid, label in zip(claim_ids, claim_labels): - claim_clusters.setdefault(int(label), []).append(cid) + cluster_guid = claim_cluster_map[int(label)] + claim_clusters.setdefault(cluster_guid, []).append(cid) - event_clusters: Dict[int, List[str]] = {} + event_clusters = {} for eid, label in zip(event_ids, event_labels): - event_clusters.setdefault(int(label), []).append(eid) + cluster_guid = event_cluster_map[int(label)] + event_clusters.setdefault(cluster_guid, []).append(eid) - # Build cluster-level links - cluster_links = [] - for link in links: - claim_cluster = int(claim_labels[claim_ids.index(link["claim_id"])]) - event_cluster = int(event_labels[event_ids.index(link["event_id"])]) + # Build ONLY cluster-level links + cluster_links = set() - cluster_links.append({ - "claim_cluster": claim_cluster, - "event_cluster": event_cluster - }) + for link in raw_links: + claim_label = int(claim_labels[claim_ids.index(link["claim_id"])]) + event_label = int(event_labels[event_ids.index(link["event_id"])]) + + claim_cluster_guid = claim_cluster_map[claim_label] + event_cluster_guid = event_cluster_map[event_label] + + cluster_links.add((claim_cluster_guid, event_cluster_guid)) + + cluster_links = [ + {"claim_cluster_id": c, "event_cluster_id": e} + for c, e in cluster_links + ] - # Output structure output = { "claims": [ {"id": cid, "text": txt.replace("Claim: ", "")} @@ -157,14 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color-scheme: light dark; + font-family: system-ui; + display: flex; + align-items: center; + justify-content: center; + height: 100%; +} diff --git a/graphviz/processing/frontend/src/App.tsx b/graphviz/processing/frontend/src/App.tsx new file mode 100644 index 0000000..0a8cb62 --- /dev/null +++ b/graphviz/processing/frontend/src/App.tsx @@ -0,0 +1,104 @@ +import React, { useEffect, useMemo, useState } from "react"; +import ForceGraph2D from "react-force-graph-2d"; + +import data from "./data.json"; + +function buildGraph(data) { + const nodes = []; + const links = []; + + const claimClusterMap = new Map(); + const eventClusterMap = new Map(); + + // Build cluster nodes + data.claim_clusters.forEach((cluster) => { + const clusterNode = { + id: cluster.cluster_id, + label: cluster.title || "Unnamed Claim Cluster", + type: "claim_cluster", + members: cluster.members + }; + nodes.push(clusterNode); + claimClusterMap.set(cluster.cluster_id, clusterNode); + }); + + data.event_clusters.forEach((cluster) => { + const clusterNode = { + id: cluster.cluster_id, + label: cluster.title || "Unnamed Event Cluster", + type: "event_cluster", + members: cluster.members + }; + nodes.push(clusterNode); + eventClusterMap.set(cluster.cluster_id, clusterNode); + }); + + // Build links between clusters + data.cluster_links.forEach((link) => { + links.push({ source: link.claim_cluster_id, target: link.event_cluster_id }); + }); + + return { nodes, links }; +} + +export function App() { + const [selectedNode, setSelectedNode] = useState(null); + + const graphData = useMemo(() => buildGraph(data), []); + function setNode(node) { + console.log(node) + setSelectedNode(node) + } + return ( +
+
+ node.label} + nodeAutoColorBy="type" + //linkDirectionalParticles={1} + //linkDirectionalParticleSpeed={0.002} + onNodeRightClick={(node) => setNode(node)} + nodeCanvasObject={(node, ctx, globalScale) => { + const fontSize = 12; + ctx.font = `${fontSize}px Sans-Serif`; + ctx.fillStyle = node.type.includes('claim') ? "blue" : "green"; + ctx.beginPath(); + ctx.arc(node.x, node.y, 2*node.members.length , 0, 2 * Math.PI, false); + ctx.fill(); + + if (node.members.length > 2) { + ctx.fillStyle = "black"; + ctx.fillText(node.label, node.x + 12, node.y + 4); + } + + }} + /> +
+ +
+

Details

+ {selectedNode ? ( +
+

ID: {selectedNode.id}

+

Type: {selectedNode.type}

+

Title / Label: {selectedNode.label}

+ {selectedNode.members && ( +
+

Members:

+
    + {selectedNode.members.map((m) => { + const memberData = data.claims.find(c => c.id === m) || data.events.find(e => e.id === m); + return
  • {memberData ? memberData.text : m}
    • ; + })} +
+
+ )} +
+ ) : ( +

Click a cluster node to see its members

+ )} +
+
+ ); +} diff --git a/graphviz/processing/frontend/src/index.html b/graphviz/processing/frontend/src/index.html new file mode 100644 index 0000000..7ef4367 --- /dev/null +++ b/graphviz/processing/frontend/src/index.html @@ -0,0 +1,12 @@ + + + + + + Parcel React App + + +
+ + + diff --git a/graphviz/processing/frontend/src/index.tsx b/graphviz/processing/frontend/src/index.tsx new file mode 100644 index 0000000..e2d3e7b --- /dev/null +++ b/graphviz/processing/frontend/src/index.tsx @@ -0,0 +1,11 @@ +import { createRoot } from 'react-dom/client'; +import { StrictMode } from 'react'; +import { App } from './App'; + +let container = document.getElementById("app")!; +let root = createRoot(container) +root.render( + + + +); diff --git a/graphviz/processing/frontend/tsconfig.json b/graphviz/processing/frontend/tsconfig.json new file mode 100644 index 0000000..ddc2511 --- /dev/null +++ b/graphviz/processing/frontend/tsconfig.json @@ -0,0 +1,29 @@ +{ + "compilerOptions": { + /* Visit https://aka.ms/tsconfig to read more about this file */ + "target": "ES2020", + "lib": ["ES2020", "DOM", "DOM.Iterable"], + "jsx": "react-jsx", + "useDefineForClassFields": true, + + /* Modules */ + "module": "ESNext", + "moduleResolution": "bundler", + + /* Emit */ + "noEmit": true, + + /* Interop Constraints */ + "isolatedModules": true, + "allowSyntheticDefaultImports": true, + "allowImportingTsExtensions": true, + "esModuleInterop": true, + "forceConsistentCasingInFileNames": true, + + /* Type Checking */ + "strict": true, + + /* Completeness */ + "skipLibCheck": true + } +}