mirror of
https://github.com/ruvnet/RuView
synced 2026-08-08 20:11:43 +00:00
Merge commit 'd803bfe2b1fe7f5e219e50ac20d6801a0a58ac75' as 'vendor/ruvector'
This commit is contained in:
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//! # RuVector OpenAlex Integration
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//!
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//! Integration with OpenAlex, the open catalog of scholarly works, authors,
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//! institutions, and topics. Enables novel discovery through:
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//!
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//! - **Emerging Field Detection**: Find topic splits/merges as cut boundaries shift
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//! - **Cross-Domain Bridges**: Identify connector subgraphs between disciplines
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//! - **Funding-to-Output Causality**: Map funder → lab → venue → citation chains
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//!
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//! ## OpenAlex Data Model
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//!
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//! OpenAlex provides a rich graph structure:
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//! - **Works**: 250M+ scholarly publications
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//! - **Authors**: 90M+ researchers with affiliations
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//! - **Institutions**: 100K+ universities, labs, companies
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//! - **Topics**: Hierarchical concept taxonomy
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//! - **Funders**: Research funding organizations
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//! - **Sources**: Journals, conferences, repositories
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//!
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//! ## Quick Start
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//!
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//! ```rust,ignore
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//! use ruvector_data_openalex::{OpenAlexClient, FrontierRadar, TopicGraph};
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//!
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//! // Initialize client
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//! let client = OpenAlexClient::new(Some("your-email@example.com"));
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//!
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//! // Build topic citation graph
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//! let graph = TopicGraph::build_from_works(
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//! client.works_by_topic("machine learning", 2020..2024).await?
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//! )?;
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//!
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//! // Detect emerging research frontiers
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//! let radar = FrontierRadar::new(graph);
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//! let frontiers = radar.detect_emerging_fields(0.3).await?;
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//!
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//! for frontier in frontiers {
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//! println!("Emerging: {} (coherence shift: {:.2})",
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//! frontier.name, frontier.coherence_delta);
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//! }
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//! ```
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#![warn(missing_docs)]
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#![warn(clippy::all)]
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pub mod client;
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pub mod frontier;
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pub mod schema;
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use std::collections::HashMap;
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use async_trait::async_trait;
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use chrono::{DateTime, Utc};
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use serde::{Deserialize, Serialize};
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use thiserror::Error;
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pub use client::OpenAlexClient;
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pub use frontier::{CrossDomainBridge, EmergingFrontier, FrontierRadar};
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pub use schema::{
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Author, AuthorPosition, Authorship, Concept, Funder, Institution, Source, Topic, Work,
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};
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use ruvector_data_framework::{DataRecord, DataSource, FrameworkError, Relationship, Result};
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/// OpenAlex-specific error types
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#[derive(Error, Debug)]
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pub enum OpenAlexError {
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/// API request failed
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#[error("API error: {0}")]
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Api(String),
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/// Rate limit exceeded
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#[error("Rate limit exceeded, retry after {0}s")]
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RateLimited(u64),
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/// Invalid entity ID
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#[error("Invalid OpenAlex ID: {0}")]
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InvalidId(String),
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/// Parsing failed
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#[error("Parse error: {0}")]
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Parse(String),
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/// Network error
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#[error("Network error: {0}")]
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Network(#[from] reqwest::Error),
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}
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impl From<OpenAlexError> for FrameworkError {
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fn from(e: OpenAlexError) -> Self {
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FrameworkError::Ingestion(e.to_string())
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}
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}
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/// Configuration for OpenAlex data source
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub struct OpenAlexConfig {
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/// API base URL
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pub base_url: String,
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/// Email for polite pool (faster rate limits)
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pub email: Option<String>,
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/// Maximum results per page
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pub per_page: usize,
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/// Enable cursor-based pagination for bulk
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pub use_cursor: bool,
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/// Filter to specific entity types
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pub entity_types: Vec<EntityType>,
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}
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impl Default for OpenAlexConfig {
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fn default() -> Self {
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Self {
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base_url: "https://api.openalex.org".to_string(),
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email: None,
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per_page: 200,
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use_cursor: true,
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entity_types: vec![EntityType::Work],
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}
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}
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}
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/// OpenAlex entity types
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#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq, Hash)]
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pub enum EntityType {
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/// Scholarly works
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Work,
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/// Authors
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Author,
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/// Institutions
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Institution,
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/// Topics/concepts
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Topic,
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/// Funding sources
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Funder,
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/// Publication venues
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Source,
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}
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impl EntityType {
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/// Get the API endpoint for this entity type
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pub fn endpoint(&self) -> &str {
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match self {
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EntityType::Work => "works",
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EntityType::Author => "authors",
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EntityType::Institution => "institutions",
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EntityType::Topic => "topics",
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EntityType::Funder => "funders",
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EntityType::Source => "sources",
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}
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}
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}
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/// OpenAlex data source for the framework
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pub struct OpenAlexSource {
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client: OpenAlexClient,
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config: OpenAlexConfig,
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filters: HashMap<String, String>,
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}
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impl OpenAlexSource {
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/// Create a new OpenAlex data source
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pub fn new(config: OpenAlexConfig) -> Self {
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let client = OpenAlexClient::new(config.email.clone());
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Self {
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client,
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config,
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filters: HashMap::new(),
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}
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}
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/// Add a filter (e.g., "publication_year" => "2023")
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pub fn with_filter(mut self, key: &str, value: &str) -> Self {
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self.filters.insert(key.to_string(), value.to_string());
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self
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}
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/// Filter to a specific year range
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pub fn with_year_range(self, start: i32, end: i32) -> Self {
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self.with_filter("publication_year", &format!("{}-{}", start, end))
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}
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/// Filter to a specific topic
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pub fn with_topic(self, topic_id: &str) -> Self {
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self.with_filter("primary_topic.id", topic_id)
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}
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/// Filter to open access works
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pub fn open_access_only(self) -> Self {
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self.with_filter("open_access.is_oa", "true")
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}
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}
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#[async_trait]
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impl DataSource for OpenAlexSource {
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fn source_id(&self) -> &str {
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"openalex"
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}
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async fn fetch_batch(
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&self,
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cursor: Option<String>,
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batch_size: usize,
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) -> Result<(Vec<DataRecord>, Option<String>)> {
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// Build query URL with filters
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let mut query_parts: Vec<String> = self
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.filters
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.iter()
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.map(|(k, v)| format!("{}:{}", k, v))
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.collect();
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let filter_str = if query_parts.is_empty() {
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String::new()
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} else {
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format!("filter={}", query_parts.join(","))
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};
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// Fetch works from API
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let (works, next_cursor) = self
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.client
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.fetch_works_page(&filter_str, cursor, batch_size.min(self.config.per_page))
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.await
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.map_err(|e| FrameworkError::Ingestion(e.to_string()))?;
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// Convert to DataRecords
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let records: Vec<DataRecord> = works.into_iter().map(work_to_record).collect();
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Ok((records, next_cursor))
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}
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async fn total_count(&self) -> Result<Option<u64>> {
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// OpenAlex returns count in meta
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Ok(None) // Would require separate API call
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}
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async fn health_check(&self) -> Result<bool> {
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self.client.health_check().await.map_err(|e| e.into())
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}
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}
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/// Convert an OpenAlex Work to a DataRecord
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fn work_to_record(work: Work) -> DataRecord {
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let mut relationships = Vec::new();
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// Citations as relationships
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for cited_id in &work.referenced_works {
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relationships.push(Relationship {
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target_id: cited_id.clone(),
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rel_type: "cites".to_string(),
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weight: 1.0,
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properties: HashMap::new(),
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});
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}
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// Author relationships
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for authorship in &work.authorships {
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relationships.push(Relationship {
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target_id: authorship.author.id.clone(),
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rel_type: "authored_by".to_string(),
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weight: 1.0 / work.authorships.len() as f64,
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properties: HashMap::new(),
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});
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// Institution relationships
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for inst in &authorship.institutions {
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relationships.push(Relationship {
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target_id: inst.id.clone(),
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rel_type: "affiliated_with".to_string(),
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weight: 0.5,
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properties: HashMap::new(),
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});
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}
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}
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// Topic relationships
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if let Some(ref topic) = work.primary_topic {
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relationships.push(Relationship {
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target_id: topic.id.clone(),
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rel_type: "primary_topic".to_string(),
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weight: topic.score,
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properties: HashMap::new(),
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});
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}
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DataRecord {
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id: work.id.clone(),
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source: "openalex".to_string(),
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record_type: "work".to_string(),
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timestamp: work.publication_date.unwrap_or_else(Utc::now),
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data: serde_json::to_value(&work).unwrap_or_default(),
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embedding: None, // Would compute from title/abstract
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relationships,
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}
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}
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/// Topic-based citation graph for frontier detection
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pub struct TopicGraph {
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/// Topics as nodes
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pub topics: HashMap<String, TopicNode>,
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/// Topic-to-topic edges (via citations)
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pub edges: Vec<TopicEdge>,
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/// Time window
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pub time_window: (DateTime<Utc>, DateTime<Utc>),
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}
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/// A topic node in the graph
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub struct TopicNode {
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/// OpenAlex topic ID
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pub id: String,
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/// Topic display name
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pub name: String,
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/// Number of works in this topic
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pub work_count: usize,
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/// Average citation count
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pub avg_citations: f64,
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/// Growth rate (works per year)
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pub growth_rate: f64,
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}
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/// An edge between topics
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub struct TopicEdge {
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/// Source topic ID
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pub source: String,
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/// Target topic ID
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pub target: String,
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/// Number of citations across boundary
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pub citation_count: usize,
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/// Normalized weight
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pub weight: f64,
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}
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impl TopicGraph {
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/// Build topic graph from works
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pub fn from_works(works: &[Work]) -> Self {
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let mut topics: HashMap<String, TopicNode> = HashMap::new();
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let mut edge_counts: HashMap<(String, String), usize> = HashMap::new();
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let mut min_date = Utc::now();
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let mut max_date = DateTime::<Utc>::MIN_UTC;
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for work in works {
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if let Some(date) = work.publication_date {
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if date < min_date {
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min_date = date;
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}
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if date > max_date {
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max_date = date;
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}
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}
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// Get work's primary topic
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let source_topic = match &work.primary_topic {
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Some(t) => t.id.clone(),
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None => continue,
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};
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// Update or create topic node
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let node = topics.entry(source_topic.clone()).or_insert_with(|| TopicNode {
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id: source_topic.clone(),
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name: work
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.primary_topic
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.as_ref()
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.map(|t| t.display_name.clone())
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.unwrap_or_default(),
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work_count: 0,
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avg_citations: 0.0,
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growth_rate: 0.0,
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});
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node.work_count += 1;
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node.avg_citations = (node.avg_citations * (node.work_count - 1) as f64
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+ work.cited_by_count as f64)
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/ node.work_count as f64;
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// For simplicity, we'd need referenced works' topics
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// This is a simplified model
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}
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// Calculate growth rates
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let time_span_years = (max_date - min_date).num_days() as f64 / 365.0;
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for node in topics.values_mut() {
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node.growth_rate = if time_span_years > 0.0 {
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node.work_count as f64 / time_span_years
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} else {
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0.0
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};
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}
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// Build edges
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let edges: Vec<TopicEdge> = edge_counts
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.into_iter()
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.map(|((src, tgt), count)| {
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let src_count = topics.get(&src).map(|n| n.work_count).unwrap_or(1);
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let tgt_count = topics.get(&tgt).map(|n| n.work_count).unwrap_or(1);
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let weight = count as f64 / (src_count * tgt_count) as f64;
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TopicEdge {
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source: src,
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target: tgt,
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citation_count: count,
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weight,
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}
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})
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.collect();
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Self {
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topics,
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edges,
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time_window: (min_date, max_date),
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}
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}
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/// Get number of topics
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pub fn topic_count(&self) -> usize {
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self.topics.len()
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}
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/// Get number of edges
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pub fn edge_count(&self) -> usize {
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self.edges.len()
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}
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/// Get topics by growth rate
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pub fn fastest_growing(&self, top_k: usize) -> Vec<&TopicNode> {
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let mut nodes: Vec<_> = self.topics.values().collect();
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nodes.sort_by(|a, b| {
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b.growth_rate
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.partial_cmp(&a.growth_rate)
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.unwrap_or(std::cmp::Ordering::Equal)
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});
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nodes.into_iter().take(top_k).collect()
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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#[test]
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fn test_entity_endpoints() {
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assert_eq!(EntityType::Work.endpoint(), "works");
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assert_eq!(EntityType::Author.endpoint(), "authors");
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assert_eq!(EntityType::Topic.endpoint(), "topics");
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}
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#[test]
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fn test_default_config() {
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let config = OpenAlexConfig::default();
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assert_eq!(config.base_url, "https://api.openalex.org");
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assert!(config.use_cursor);
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}
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#[test]
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fn test_source_with_filters() {
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let config = OpenAlexConfig::default();
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let source = OpenAlexSource::new(config)
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.with_year_range(2020, 2024)
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.open_access_only();
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assert!(source.filters.contains_key("publication_year"));
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assert!(source.filters.contains_key("open_access.is_oa"));
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}
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}
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Reference in New Issue
Block a user