Rows
49,123
Columns
11

Perfil de columnas

Ordenado por % de nulos (desc).
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

Top 10 · DevType

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
Frecuencia sobre respuestas de DevType (múltiples valores separados por “;”).

Top 10 · Country

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
Frecuencia de países más presentes en la muestra.