import pandas as pd
from collections import Counter
def analyze_coverage(papers):
topics = Counter()
for paper in papers:
for kw in paper['keywords']:
topics[kw] += 1
return topics
def find_gaps(topics, threshold=3):
return [t for t, c in topics.items() if c < threshold]
papers = pd.read_json('papers.json')
coverage = analyze_coverage(papers.to_dict('records'))
gaps = find_gaps(coverage)
print(f'Found {len(gaps)} research gaps')
04 Rajah Blok
Menunggu Sedang aktif Selesai
05 Skema Sistem
Menunggu Sedang aktif Selesai
β οΈ Penyelidikan gap analisis should be validated dengan domain experts before pursuing baharu research.
06 Simulasi Gap Finder
Mula Analisis
Topics
0
Analyzed
0
Gaps Found
0
Peluang
0
07 Gap Analisis Report
Demo
Gap Finder
Topics
0
Analyzed
0
Gaps Found
0
Status
Sedia
Log Terminal
[SISTEM] Pencari Jurang Penyelidikan sedia
Seni Bina Sistem
π± Lapisan Arahan
Arahan WhatsApp
π€ Lapisan Ejen
Paper fetcher
Liputan analyzer
Gap detector
π Pendidikan Lapisan
Literature DB
Topic taxonomy
Opportunity tracker
Nota Keselamatan
Validate identified research gaps dengan domain experts before pursuing.
Ensure literature database coverage is comprehensive.
Configure citation-based gap analisis untuk accuracy.