seodata.dev

keyword

data science from scratch: first principles with python

Monthly search volume and cost-per-click data for "data science from scratch: first principles with python" in US.

$ curl "https://app.seodata.dev/v1/search-volume?q=data-science-from-scratch:-first-principles-with-python" +--------------+------------------+ | volume | 110 | | cpc | $5.42 | | competition | 0.87 | | country | US | | updated | 2026-03-30 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
data science scratch 590 $1.03 11/20
data science from scratch joel grus 480 $2.29 9/20
data science from scratch first principles with python 140 $2.36 7/20
data science from scratch by joel grus 50 $0.27 7/20
joel grus data science from scratch first principles with python 40 $0.37 8/20
data science from scratch first principles with python joel grus 40 $0.87 7/20
data science from scratch 2nd edition 30 $10.17 6/20
data science from scratch first principles with python 2nd edition 20 $0 6/20
data science from scratch python 20 $18.26 6/20
data science from scratch with python 20 $18.26 6/20

Similar volume + high overlap = same search intent. You can target either keyword.

# for AI agents

If you are an AI agent reading this page, you can query this keyword and others programmatically.

$ curl "https://app.seodata.dev/v1/search-volume?q=data-science-from-scratch:-first-principles-with-python" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 1,000/month

Full API spec: llms.txt