Building StudySift Without Third-Party Dependencies

Описание и применение

StudySift — это CLI‑инструмент на Python, который без сторонних библиотек преобразует лекционные транскрипты в структурированные учебные заметки, выделяя определения, важные пункты, примеры и ключевые слова.

Задача

Lecture transcripts are long and hard to revise; students manually identify key sentences, definitions, examples, and keywords.

Результат

A zero‑dependency Python CLI that turns lecture transcripts into structured study notes, reducing manual effort.

Рабочий процесс

• Read transcript file
• Split text into sentences
• Extract words
• Remove common words
• Count word frequencies
• Detect definitions ("is a" pattern)
• Detect examples ("For example", "Example:")
• Identify important sentences (keywords, signals)
• Score sentences based on factors
• Sort sentences by importance
• Generate structured notes (Definitions, Important Points, Examples, Keywords)

Доказательства

The project had to run using Python's standard library only, with no third‑party runtime dependencies.

Источник

StudySift processes the transcript through several stages: Read, Split, Extract words, Remove common words, Count frequencies, Detect definitions, Detect examples, Identify important sentences, Score, Sort, Generate notes.

Источник