Resolve the author's affiliation based on the paper's date and the author's affiliation history. Returns a dictionary with affiliatio

Safely check if a string contains a term, handling various types.

Get the full name of a country from its code. Args: country_code: Two-letter country code Retur

Convert Unix millisecond timestamp to ISO 8601 format.

Factory function to get the appropriate adapter instance based on the config.

Create all tables. Call this once at startup.

Helper to create AuthorDTO while handling name preferences

Generate context insights section.

Generate focus country insights section.

Generate institution insights section.

Generate enhanced summary insights section.

Initialize the output data structure with complete configuration.

Update focus country statistics in the output.

Update global statistics section with country data.

Add a column to a table in SQLite if it doesn't already exist

Generate comprehensive analytics for papers from a specific conference venue. Args: focus_country: Country code

Categorize papers by author country focus. Args: papers: Dictionary of papers focus_country: Country

Close the database connection.

Establish connection to the SQLite database.

Connect to the SQLite database

Convert the first `num_pages` of the PDF to Markdown using pymupdf4llm.

Convert the first `num_pages` of the PDF to Markdown using pymupdf4llm.

Convert the first `num_pages` of the PDF to Markdown using pymupdf4llm.

Populate the PaperAuthor table with paper-author associations and affiliation details.

Map venueid to submission status using ICML-specific logic.

Download the PDF from the given URL.

Download the PDF from the given URL.

Download the PDF from the given URL.

Encode a PDF file as a data URL with base64 content.

Extract all unique institution names for a specific country and save them to a newline-delimited file. Args: db_path (str):

Extracts the JSON string between ```json start and ``` end tags. Args: markdown_string (str): The markdown string containing the JSON da

Extract authors with unknown affiliation from PaperAuthor entries.

Fetch the accept type (oral, spotlight, poster) from OpenReview based on the paper's notes, decisions, or tags. Includes retry logic with

Get the total count of unique authors for all accepted papers. Args: conference_name: Name of the conference

Get conference info and total accepted papers. Args: conference_name: Name of the conference year: Y

Get author information for the specified papers. Args: paper_ids: List of paper IDs Returns

Fetches paper content from URL or local path.

Fetch papers using the appropriate adapter.

Fetches papers from the provider.

Get all accepted papers for the specified conference. Args: conference_name: Name of the conference

Generate all analytics for a conference and save to JSON

Generate insights for the dashboard based on the data. Args: data: Analytics data dict

Generate a summary of the institute data Args: grouped_data: Processed institute data Returns: String conta

Call OpenAI's ChatCompletion API and parse the response using Pydantic. Ensures that the number of affiliations returned matches the expected

Fetches venue for a paper ID using the provided client. Returns the processed venue type if it's one of the VALID_VENUES. Handles potenti

Count papers where the first author (position=0) is from each country

Count distinct authors by country

Get papers by country - count papers where at least one author is from each country

Get countries where majority of authors on papers are from that country

Placeholder function to simulate LLM selection. In a real scenario, this would involve calling an LLM API (e.g., Gemini). For now, it jus