Four of the 10 columns of `raw.startup_funding` have missing values, out of 3,044 rows. The table below the answer renders the full result. | Column | Missing rows | % missing | |---|---|---| | Remarks | 548 | 18.0% | | City Location | 6 | 0.2% | | Investors Name | 3 | 0.1% | | InvestmentnType | 3 | 0.1% | - **Remarks** is the only column with a meaningful gap, at about 18% of rows. It is free-text commentary, so the gaps are probably just deals with nothing to note. - **City Location, Investors Name and InvestmentnType** are each missing in 0.2% of rows or fewer, which is negligible for most analysis. - **Sr No, Date dd/mm/yyyy, Startup Name, Industry Vertical, SubVertical and Amount in USD** have no missing values (0.0%). This count only picks up true missing values. `Amount in USD` and `Industry Vertical` are text columns, so they could still hold blank strings or placeholders such as "undisclosed" or "N/A". I did not check for those, so "0% missing" for those columns means no true nulls, not necessarily that every value is usable.