| column | dtype | n_unique | pct_nulls |
|---|---|---|---|
| AIModelsHaveWorkedWith | object | 2282 | 66.90 |
| ConvertedCompYearly | float64 | 6234 | 51.29 |
| LanguageHaveWorkedWith | object | 15467 | 35.58 |
| Industry | object | 15 | 31.59 |
| AISelect | object | 5 | 31.43 |
| RemoteWork | object | 5 | 31.30 |
| OrgSize | object | 9 | 30.49 |
| Country | object | 177 | 27.93 |
| WorkExp | float64 | 72 | 12.78 |
| DevType | object | 32 | 11.17 |
| EdLevel | object | 8 | 2.11 |
| DevType | count | pct |
|---|---|---|
| Developer, full-stack | 12339 | 36.3 |
| Developer, back-end | 6446 | 19.0 |
| Student | 3003 | 8.8 |
| Architect, software or solutions | 2680 | 7.9 |
| Developer, front-end | 1972 | 5.8 |
| Developer, desktop or enterprise applications | 1918 | 5.6 |
| Other (please specify): | 1823 | 5.4 |
| Developer, mobile | 1389 | 4.1 |
| Developer, embedded applications or devices | 1273 | 3.7 |
| Academic researcher | 1129 | 3.3 |
| Country | count | pct |
|---|---|---|
| United States of America | 7226 | 34.3 |
| Germany | 3022 | 14.3 |
| India | 2542 | 12.1 |
| United Kingdom of Great Britain and Northern Ireland | 2038 | 9.7 |
| France | 1409 | 6.7 |
| Canada | 1303 | 6.2 |
| Ukraine | 964 | 4.6 |
| Poland | 887 | 4.2 |
| Netherlands | 867 | 4.1 |
| Italy | 834 | 4.0 |