Biographical details, education, parliamentary performance and other public-domain information on this page are aggregated from publicly available sources, primarily:

• Wikipedia & Wikidata — biographical facts (birthday, birthplace, education, family, positions held). Content used under the CC BY-SA 4.0 license; Wikidata is CC0.
• PRS Legislative Research (prsindia.org) — parliamentary attendance, debates participated, bills introduced, questions asked.
• Editor-verified additions — entries added or corrected by The United Indian's editorial team based on public records.

Every aggregated fact is reviewed by a human editor before it appears on this page. Where a per-fact source is available, you can click the ↗ icon next to the entry to view the original source. Facts without an inline source icon were added by our editorial team.

Disclaimer: The United Indian is a civic-engagement platform. Information on this page is provided for informational purposes only and does not constitute an endorsement or rejection of Ms. Swati Maliwal or any political party. We do not claim to represent the views of any politician featured. Public sources may contain inaccuracies; if you believe any information here is incorrect, please report it here and our editorial team will review it.