How can I use Python to scrape job listing data for entry-level developer positions as part of my data science portfolio project?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I use Python to scrape job listing data for entry-level developer positions as part of my data science portfolio project?
3 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Arbeitnow public job board API documentation endpoint pagination terms Google ↗
Remotive public jobs API documentation usage terms Google ↗
Python requests BeautifulSoup pandas official documentation Google ↗
- Arbeitnow API · infowebworld.com
- Terms · arbeitnow.com
- GitHub - remotive-com/remote-jobs-api: Remote Jobs Public API · github.com
- remotive.com · remotive.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Arbeitnow public job board API documentation endpoint pagination terms OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Remotive public jobs API documentation usage terms OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Python requests BeautifulSoup pandas official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |