Facultad de Ciencias Económicas y Administrativas, Javeriana Cali (2020). Informacion de Ministerio de Educacion Nacional.

Nicol Julieth Diaz Benitez

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datos <- read_excel("articles-406671_recurso.xlsx", sheet = "Sheet 1", skip = 9)

## Warning: Expecting numeric in U2414 / R2414C21: got 'Sin clasificar'

## Warning: Expecting numeric in W2414 / R2414C23: got 'Sin clasificar'

## Warning: Expecting numeric in U2415 / R2415C21: got 'Sin clasificar'

## Warning: Expecting numeric in W2415 / R2415C23: got 'Sin clasificar'

## Warning: Expecting numeric in U5245 / R5245C21: got 'Sin clasificar'

## Warning: Expecting numeric in W5245 / R5245C23: got 'Sin clasificar'

## Warning: Expecting numeric in U5246 / R5246C21: got 'Sin clasificar'

## Warning: Expecting numeric in W5246 / R5246C23: got 'Sin clasificar'

## Warning: Expecting numeric in U5247 / R5247C21: got 'Sin clasificar'

## Warning: Expecting numeric in W5247 / R5247C23: got 'Sin clasificar'

## Warning: Expecting numeric in U5248 / R5248C21: got 'Sin clasificar'

## Warning: Expecting numeric in W5248 / R5248C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8221 / R8221C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8221 / R8221C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8222 / R8222C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8222 / R8222C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8223 / R8223C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8223 / R8223C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8224 / R8224C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8224 / R8224C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8225 / R8225C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8225 / R8225C23: got 'Sin clasificar'

## Warning: Expecting numeric in U8226 / R8226C21: got 'Sin clasificar'

## Warning: Expecting numeric in W8226 / R8226C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10368 / R10368C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10368 / R10368C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10369 / R10369C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10369 / R10369C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10370 / R10370C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10370 / R10370C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10371 / R10371C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10371 / R10371C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10372 / R10372C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10372 / R10372C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10373 / R10373C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10373 / R10373C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10374 / R10374C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10374 / R10374C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10375 / R10375C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10375 / R10375C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10702 / R10702C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10702 / R10702C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10703 / R10703C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10703 / R10703C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10704 / R10704C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10704 / R10704C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10705 / R10705C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10705 / R10705C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10967 / R10967C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10967 / R10967C23: got 'Sin clasificar'

## Warning: Expecting numeric in U10968 / R10968C21: got 'Sin clasificar'

## Warning: Expecting numeric in W10968 / R10968C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11581 / R11581C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11581 / R11581C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11582 / R11582C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11582 / R11582C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11583 / R11583C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11583 / R11583C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11584 / R11584C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11584 / R11584C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11585 / R11585C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11585 / R11585C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11586 / R11586C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11586 / R11586C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11587 / R11587C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11587 / R11587C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11588 / R11588C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11588 / R11588C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11589 / R11589C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11589 / R11589C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11590 / R11590C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11590 / R11590C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11871 / R11871C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11871 / R11871C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11872 / R11872C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11872 / R11872C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11873 / R11873C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11873 / R11873C23: got 'Sin clasificar'

## Warning: Expecting numeric in U11874 / R11874C21: got 'Sin clasificar'

## Warning: Expecting numeric in W11874 / R11874C23: got 'Sin clasificar'

## Warning: Expecting numeric in U13625 / R13625C21: got 'Sin clasificar'

## Warning: Expecting numeric in W13625 / R13625C23: got 'Sin clasificar'

## Warning: Expecting numeric in U13626 / R13626C21: got 'Sin clasificar'

## Warning: Expecting numeric in W13626 / R13626C23: got 'Sin clasificar'

## Warning: Expecting numeric in U13627 / R13627C21: got 'Sin clasificar'

## Warning: Expecting numeric in W13627 / R13627C23: got 'Sin clasificar'

## Warning: Expecting numeric in U18278 / R18278C21: got 'Sin clasificar'

## Warning: Expecting numeric in W18278 / R18278C23: got 'Sin clasificar'

## Warning: Expecting numeric in U18279 / R18279C21: got 'Sin clasificar'

## Warning: Expecting numeric in W18279 / R18279C23: got 'Sin clasificar'

## Warning: Expecting numeric in U18280 / R18280C21: got 'Sin clasificar'

## Warning: Expecting numeric in W18280 / R18280C23: got 'Sin clasificar'

## Warning: Expecting numeric in U18281 / R18281C21: got 'Sin clasificar'

## Warning: Expecting numeric in W18281 / R18281C23: got 'Sin clasificar'

## Warning: Expecting numeric in U19851 / R19851C21: got 'Sin clasificar'

## Warning: Expecting numeric in W19851 / R19851C23: got 'Sin clasificar'

## Warning: Expecting numeric in U19852 / R19852C21: got 'Sin clasificar'

## Warning: Expecting numeric in W19852 / R19852C23: got 'Sin clasificar'

## Warning: Expecting numeric in U19941 / R19941C21: got 'Sin clasificar'

## Warning: Expecting numeric in W19941 / R19941C23: got 'Sin clasificar'

## Warning: Expecting numeric in U19942 / R19942C21: got 'Sin clasificar'

## Warning: Expecting numeric in W19942 / R19942C23: got 'Sin clasificar'

## Warning: Expecting numeric in U20135 / R20135C21: got 'Sin clasificar'

## Warning: Expecting numeric in W20135 / R20135C23: got 'Sin clasificar'

## Warning: Expecting numeric in U20601 / R20601C21: got 'Sin clasificar'

## Warning: Expecting numeric in W20601 / R20601C23: got 'Sin clasificar'

## Warning: Expecting numeric in U20602 / R20602C21: got 'Sin clasificar'

## Warning: Expecting numeric in W20602 / R20602C23: got 'Sin clasificar'

## Warning: Expecting numeric in U20964 / R20964C21: got 'Sin clasificar'

## Warning: Expecting numeric in W20964 / R20964C23: got 'Sin clasificar'

## Warning: Expecting numeric in U20965 / R20965C21: got 'Sin clasificar'

## Warning: Expecting numeric in W20965 / R20965C23: got 'Sin clasificar'

## Warning: Expecting numeric in U21196 / R21196C21: got 'Sin clasificar'

## Warning: Expecting numeric in W21196 / R21196C23: got 'Sin clasificar'

## Warning: Expecting numeric in U21197 / R21197C21: got 'Sin clasificar'

## Warning: Expecting numeric in W21197 / R21197C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23497 / R23497C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23497 / R23497C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23498 / R23498C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23498 / R23498C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23676 / R23676C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23676 / R23676C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23677 / R23677C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23677 / R23677C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23678 / R23678C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23678 / R23678C23: got 'Sin clasificar'

## Warning: Expecting numeric in U23679 / R23679C21: got 'Sin clasificar'

## Warning: Expecting numeric in W23679 / R23679C23: got 'Sin clasificar'

## Warning: Expecting numeric in U25832 / R25832C21: got 'Sin clasificar'

## Warning: Expecting numeric in W25832 / R25832C23: got 'Sin clasificar'

## Warning: Expecting numeric in U25833 / R25833C21: got 'Sin clasificar'

## Warning: Expecting numeric in W25833 / R25833C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26664 / R26664C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26664 / R26664C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26665 / R26665C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26665 / R26665C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26666 / R26666C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26666 / R26666C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26667 / R26667C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26667 / R26667C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26668 / R26668C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26668 / R26668C23: got 'Sin clasificar'

## Warning: Expecting numeric in U26669 / R26669C21: got 'Sin clasificar'

## Warning: Expecting numeric in W26669 / R26669C23: got 'Sin clasificar'

## Warning: Expecting numeric in U28235 / R28235C21: got 'Sin clasificar'

## Warning: Expecting numeric in W28235 / R28235C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39636 / R39636C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39636 / R39636C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39637 / R39637C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39637 / R39637C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39638 / R39638C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39638 / R39638C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39639 / R39639C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39639 / R39639C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39640 / R39640C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39640 / R39640C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39641 / R39641C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39641 / R39641C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39642 / R39642C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39642 / R39642C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39643 / R39643C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39643 / R39643C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39644 / R39644C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39644 / R39644C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39645 / R39645C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39645 / R39645C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39646 / R39646C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39646 / R39646C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39647 / R39647C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39647 / R39647C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39648 / R39648C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39648 / R39648C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39649 / R39649C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39649 / R39649C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39650 / R39650C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39650 / R39650C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39651 / R39651C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39651 / R39651C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39652 / R39652C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39652 / R39652C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39653 / R39653C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39653 / R39653C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39654 / R39654C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39654 / R39654C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39655 / R39655C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39655 / R39655C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39656 / R39656C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39656 / R39656C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39657 / R39657C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39657 / R39657C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39658 / R39658C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39658 / R39658C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39659 / R39659C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39659 / R39659C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39660 / R39660C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39660 / R39660C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39661 / R39661C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39661 / R39661C23: got 'Sin clasificar'

## Warning: Expecting numeric in U39662 / R39662C21: got 'Sin clasificar'

## Warning: Expecting numeric in W39662 / R39662C23: got 'Sin clasificar'

## Warning: Expecting numeric in U40666 / R40666C21: got 'Sin clasificar'

## Warning: Expecting numeric in W40666 / R40666C23: got 'Sin clasificar'

## Warning: Expecting numeric in U40667 / R40667C21: got 'Sin clasificar'

## Warning: Expecting numeric in W40667 / R40667C23: got 'Sin clasificar'

## Warning: Expecting numeric in U41115 / R41115C21: got 'Sin clasificar'

## Warning: Expecting numeric in W41115 / R41115C23: got 'Sin clasificar'

## Warning: Expecting numeric in U41116 / R41116C21: got 'Sin clasificar'

## Warning: Expecting numeric in W41116 / R41116C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42354 / R42354C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42354 / R42354C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42355 / R42355C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42355 / R42355C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42439 / R42439C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42439 / R42439C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42440 / R42440C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42440 / R42440C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42879 / R42879C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42879 / R42879C23: got 'Sin clasificar'

## Warning: Expecting numeric in U42880 / R42880C21: got 'Sin clasificar'

## Warning: Expecting numeric in W42880 / R42880C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43226 / R43226C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43226 / R43226C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43227 / R43227C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43227 / R43227C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43228 / R43228C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43228 / R43228C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43229 / R43229C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43229 / R43229C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43921 / R43921C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43921 / R43921C23: got 'Sin clasificar'

## Warning: Expecting numeric in U43922 / R43922C21: got 'Sin clasificar'

## Warning: Expecting numeric in W43922 / R43922C23: got 'Sin clasificar'

## Warning: Expecting numeric in U44311 / R44311C21: got 'Sin clasificar'

## Warning: Expecting numeric in W44311 / R44311C23: got 'Sin clasificar'

## Warning: Expecting numeric in U44312 / R44312C21: got 'Sin clasificar'

## Warning: Expecting numeric in W44312 / R44312C23: got 'Sin clasificar'

## Warning: Expecting numeric in U44313 / R44313C21: got 'Sin clasificar'

## Warning: Expecting numeric in W44313 / R44313C23: got 'Sin clasificar'

## Warning: Expecting numeric in U44314 / R44314C21: got 'Sin clasificar'

## Warning: Expecting numeric in W44314 / R44314C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45284 / R45284C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45284 / R45284C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45285 / R45285C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45285 / R45285C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45487 / R45487C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45487 / R45487C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45488 / R45488C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45488 / R45488C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45959 / R45959C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45959 / R45959C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45960 / R45960C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45960 / R45960C23: got 'Sin clasificar'

## Warning: Expecting numeric in U45961 / R45961C21: got 'Sin clasificar'

## Warning: Expecting numeric in W45961 / R45961C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46202 / R46202C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46202 / R46202C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46203 / R46203C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46203 / R46203C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46204 / R46204C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46204 / R46204C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46205 / R46205C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46205 / R46205C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46206 / R46206C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46206 / R46206C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46320 / R46320C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46320 / R46320C23: got 'Sin clasificar'

## Warning: Expecting numeric in U46321 / R46321C21: got 'Sin clasificar'

## Warning: Expecting numeric in W46321 / R46321C23: got 'Sin clasificar'

## Warning: Expecting numeric in U47226 / R47226C21: got 'Sin clasificar'

## Warning: Expecting numeric in W47226 / R47226C23: got 'Sin clasificar'

## Warning: Expecting numeric in U47227 / R47227C21: got 'Sin clasificar'

## Warning: Expecting numeric in W47227 / R47227C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50324 / R50324C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50324 / R50324C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50325 / R50325C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50325 / R50325C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50326 / R50326C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50326 / R50326C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50327 / R50327C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50327 / R50327C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50328 / R50328C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50328 / R50328C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50329 / R50329C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50329 / R50329C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50438 / R50438C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50438 / R50438C23: got 'Sin clasificar'

## Warning: Expecting numeric in U50439 / R50439C21: got 'Sin clasificar'

## Warning: Expecting numeric in W50439 / R50439C23: got 'Sin clasificar'

## Warning: Expecting numeric in U52729 / R52729C21: got 'Sin clasificar'

## Warning: Expecting numeric in W52729 / R52729C23: got 'Sin clasificar'

## Warning: Expecting numeric in U52730 / R52730C21: got 'Sin clasificar'

## Warning: Expecting numeric in W52730 / R52730C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53146 / R53146C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53146 / R53146C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53147 / R53147C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53147 / R53147C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53148 / R53148C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53148 / R53148C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53149 / R53149C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53149 / R53149C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53255 / R53255C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53255 / R53255C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53256 / R53256C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53256 / R53256C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53257 / R53257C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53257 / R53257C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53258 / R53258C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53258 / R53258C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53461 / R53461C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53461 / R53461C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53462 / R53462C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53462 / R53462C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53548 / R53548C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53548 / R53548C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53559 / R53559C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53559 / R53559C23: got 'Sin clasificar'

## Warning: Expecting numeric in U53560 / R53560C21: got 'Sin clasificar'

## Warning: Expecting numeric in W53560 / R53560C23: got 'Sin clasificar'

## Warning: Expecting numeric in U54144 / R54144C21: got 'Sin clasificar'

## Warning: Expecting numeric in W54144 / R54144C23: got 'Sin clasificar'

## Warning: Expecting numeric in U54145 / R54145C21: got 'Sin clasificar'

## Warning: Expecting numeric in W54145 / R54145C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55258 / R55258C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55258 / R55258C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55259 / R55259C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55259 / R55259C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55491 / R55491C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55491 / R55491C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55492 / R55492C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55492 / R55492C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55493 / R55493C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55493 / R55493C23: got 'Sin clasificar'

## Warning: Expecting numeric in U55494 / R55494C21: got 'Sin clasificar'

## Warning: Expecting numeric in W55494 / R55494C23: got 'Sin clasificar'

## Warning: Expecting numeric in U57650 / R57650C21: got 'Sin clasificar'

## Warning: Expecting numeric in W57650 / R57650C23: got 'Sin clasificar'

## Warning: Expecting numeric in U57651 / R57651C21: got 'Sin clasificar'

## Warning: Expecting numeric in W57651 / R57651C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67839 / R67839C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67839 / R67839C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67840 / R67840C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67840 / R67840C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67841 / R67841C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67841 / R67841C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67842 / R67842C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67842 / R67842C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67849 / R67849C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67849 / R67849C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67850 / R67850C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67850 / R67850C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67851 / R67851C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67851 / R67851C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67852 / R67852C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67852 / R67852C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67857 / R67857C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67857 / R67857C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67858 / R67858C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67858 / R67858C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67859 / R67859C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67859 / R67859C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67860 / R67860C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67860 / R67860C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67861 / R67861C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67861 / R67861C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67862 / R67862C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67862 / R67862C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67863 / R67863C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67863 / R67863C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67864 / R67864C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67864 / R67864C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67865 / R67865C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67865 / R67865C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67866 / R67866C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67866 / R67866C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67867 / R67867C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67867 / R67867C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67868 / R67868C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67868 / R67868C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67869 / R67869C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67869 / R67869C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67870 / R67870C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67870 / R67870C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67871 / R67871C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67871 / R67871C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67872 / R67872C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67872 / R67872C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67873 / R67873C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67873 / R67873C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67874 / R67874C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67874 / R67874C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67875 / R67875C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67875 / R67875C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67876 / R67876C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67876 / R67876C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67877 / R67877C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67877 / R67877C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67878 / R67878C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67878 / R67878C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67879 / R67879C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67879 / R67879C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67880 / R67880C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67880 / R67880C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67881 / R67881C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67881 / R67881C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67882 / R67882C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67882 / R67882C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67883 / R67883C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67883 / R67883C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67884 / R67884C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67884 / R67884C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67885 / R67885C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67885 / R67885C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67886 / R67886C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67886 / R67886C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67887 / R67887C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67887 / R67887C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67888 / R67888C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67888 / R67888C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67889 / R67889C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67889 / R67889C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67890 / R67890C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67890 / R67890C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67891 / R67891C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67891 / R67891C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67892 / R67892C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67892 / R67892C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67893 / R67893C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67893 / R67893C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67894 / R67894C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67894 / R67894C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67895 / R67895C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67895 / R67895C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67896 / R67896C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67896 / R67896C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67897 / R67897C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67897 / R67897C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67898 / R67898C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67898 / R67898C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67899 / R67899C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67899 / R67899C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67900 / R67900C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67900 / R67900C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67901 / R67901C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67901 / R67901C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67902 / R67902C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67902 / R67902C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67903 / R67903C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67903 / R67903C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67904 / R67904C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67904 / R67904C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67905 / R67905C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67905 / R67905C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67906 / R67906C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67906 / R67906C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67907 / R67907C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67907 / R67907C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67908 / R67908C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67908 / R67908C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67909 / R67909C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67909 / R67909C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67910 / R67910C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67910 / R67910C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67911 / R67911C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67911 / R67911C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67912 / R67912C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67912 / R67912C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67913 / R67913C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67913 / R67913C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67914 / R67914C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67914 / R67914C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67915 / R67915C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67915 / R67915C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67916 / R67916C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67916 / R67916C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67917 / R67917C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67917 / R67917C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67918 / R67918C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67918 / R67918C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67919 / R67919C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67919 / R67919C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67920 / R67920C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67920 / R67920C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67921 / R67921C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67921 / R67921C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67922 / R67922C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67922 / R67922C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67923 / R67923C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67923 / R67923C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67924 / R67924C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67924 / R67924C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67925 / R67925C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67925 / R67925C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67926 / R67926C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67926 / R67926C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67927 / R67927C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67927 / R67927C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67928 / R67928C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67928 / R67928C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67929 / R67929C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67929 / R67929C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67930 / R67930C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67930 / R67930C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67931 / R67931C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67931 / R67931C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67932 / R67932C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67932 / R67932C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67933 / R67933C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67933 / R67933C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67934 / R67934C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67934 / R67934C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67935 / R67935C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67935 / R67935C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67936 / R67936C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67936 / R67936C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67937 / R67937C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67937 / R67937C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67938 / R67938C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67938 / R67938C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67939 / R67939C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67939 / R67939C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67940 / R67940C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67940 / R67940C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67941 / R67941C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67941 / R67941C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67942 / R67942C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67942 / R67942C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67943 / R67943C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67943 / R67943C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67944 / R67944C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67944 / R67944C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67945 / R67945C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67945 / R67945C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67946 / R67946C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67946 / R67946C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67947 / R67947C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67947 / R67947C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67948 / R67948C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67948 / R67948C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67949 / R67949C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67949 / R67949C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67950 / R67950C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67950 / R67950C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67951 / R67951C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67951 / R67951C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67952 / R67952C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67952 / R67952C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67953 / R67953C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67953 / R67953C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67954 / R67954C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67954 / R67954C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67955 / R67955C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67955 / R67955C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67956 / R67956C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67956 / R67956C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67957 / R67957C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67957 / R67957C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67958 / R67958C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67958 / R67958C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67959 / R67959C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67959 / R67959C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67960 / R67960C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67960 / R67960C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67961 / R67961C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67961 / R67961C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67962 / R67962C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67962 / R67962C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67963 / R67963C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67963 / R67963C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67964 / R67964C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67964 / R67964C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67965 / R67965C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67965 / R67965C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67966 / R67966C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67966 / R67966C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67967 / R67967C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67967 / R67967C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67968 / R67968C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67968 / R67968C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67969 / R67969C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67969 / R67969C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67970 / R67970C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67970 / R67970C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67971 / R67971C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67971 / R67971C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67972 / R67972C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67972 / R67972C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67973 / R67973C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67973 / R67973C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67974 / R67974C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67974 / R67974C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67975 / R67975C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67975 / R67975C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67976 / R67976C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67976 / R67976C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67977 / R67977C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67977 / R67977C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67978 / R67978C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67978 / R67978C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67979 / R67979C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67979 / R67979C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67980 / R67980C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67980 / R67980C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67981 / R67981C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67981 / R67981C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67982 / R67982C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67982 / R67982C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67983 / R67983C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67983 / R67983C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67984 / R67984C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67984 / R67984C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67985 / R67985C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67985 / R67985C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67986 / R67986C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67986 / R67986C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67987 / R67987C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67987 / R67987C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67988 / R67988C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67988 / R67988C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67989 / R67989C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67989 / R67989C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67990 / R67990C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67990 / R67990C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67991 / R67991C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67991 / R67991C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67992 / R67992C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67992 / R67992C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67993 / R67993C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67993 / R67993C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67994 / R67994C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67994 / R67994C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67995 / R67995C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67995 / R67995C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67996 / R67996C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67996 / R67996C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67997 / R67997C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67997 / R67997C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67998 / R67998C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67998 / R67998C23: got 'Sin clasificar'

## Warning: Expecting numeric in U67999 / R67999C21: got 'Sin clasificar'

## Warning: Expecting numeric in W67999 / R67999C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68000 / R68000C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68000 / R68000C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68001 / R68001C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68001 / R68001C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68002 / R68002C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68002 / R68002C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68003 / R68003C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68003 / R68003C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68004 / R68004C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68004 / R68004C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68005 / R68005C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68005 / R68005C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68006 / R68006C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68006 / R68006C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68007 / R68007C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68007 / R68007C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68008 / R68008C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68008 / R68008C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68009 / R68009C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68009 / R68009C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68010 / R68010C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68010 / R68010C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68011 / R68011C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68011 / R68011C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68012 / R68012C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68012 / R68012C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68013 / R68013C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68013 / R68013C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68014 / R68014C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68014 / R68014C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68015 / R68015C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68015 / R68015C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68016 / R68016C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68016 / R68016C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68017 / R68017C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68017 / R68017C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68018 / R68018C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68018 / R68018C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68019 / R68019C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68019 / R68019C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68020 / R68020C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68020 / R68020C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68021 / R68021C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68021 / R68021C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68022 / R68022C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68022 / R68022C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68023 / R68023C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68023 / R68023C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68024 / R68024C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68024 / R68024C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68025 / R68025C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68025 / R68025C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68026 / R68026C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68026 / R68026C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68027 / R68027C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68027 / R68027C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68028 / R68028C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68028 / R68028C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68029 / R68029C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68029 / R68029C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68030 / R68030C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68030 / R68030C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68031 / R68031C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68031 / R68031C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68032 / R68032C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68032 / R68032C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68033 / R68033C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68033 / R68033C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68034 / R68034C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68034 / R68034C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68035 / R68035C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68035 / R68035C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68036 / R68036C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68036 / R68036C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68037 / R68037C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68037 / R68037C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68038 / R68038C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68038 / R68038C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68039 / R68039C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68039 / R68039C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68040 / R68040C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68040 / R68040C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68041 / R68041C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68041 / R68041C23: got 'Sin clasificar'

## Warning: Expecting numeric in U68042 / R68042C21: got 'Sin clasificar'

## Warning: Expecting numeric in W68042 / R68042C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69044 / R69044C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69044 / R69044C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69045 / R69045C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69045 / R69045C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69110 / R69110C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69110 / R69110C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69111 / R69111C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69111 / R69111C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69171 / R69171C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69171 / R69171C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69198 / R69198C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69198 / R69198C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69199 / R69199C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69199 / R69199C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69200 / R69200C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69200 / R69200C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69201 / R69201C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69201 / R69201C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69232 / R69232C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69232 / R69232C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69233 / R69233C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69233 / R69233C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69557 / R69557C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69557 / R69557C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69558 / R69558C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69558 / R69558C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69559 / R69559C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69559 / R69559C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69560 / R69560C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69560 / R69560C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69561 / R69561C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69561 / R69561C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69562 / R69562C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69562 / R69562C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69563 / R69563C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69563 / R69563C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69564 / R69564C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69564 / R69564C23: got 'Sin clasificar'

## Warning: Expecting numeric in U69565 / R69565C21: got 'Sin clasificar'

## Warning: Expecting numeric in W69565 / R69565C23: got 'Sin clasificar'

javeriana_cali <- subset(datos, `INSTITUCIÓN DE EDUCACIÓN SUPERIOR (IES)` == "PONTIFICIA UNIVERSIDAD JAVERIANA" & `PRINCIPAL O SECCIONAL` == "Seccional")
facultad_economicas <- subset(javeriana_cali, `ÁREA DE CONOCIMIENTO` == "Economía, administración, contaduría y afines")

nrow(facultad_economicas)

## [1] 72

sum(facultad_economicas$MATRICULADOS)

## [1] 3792

Total de la facultad: 3.792 matrículas en 2020 (sumando ambos semestres).

1. Variables cualitativas

Programa académico

table(facultad_economicas$`PROGRAMA ACADÉMICO`)

## 
##                               ADMINISTRACION DE EMPRESAS 
##                                                        4 
##                                       CONTADURIA PUBLICA 
##                                                        4 
##                         DOCTORADO EN CIENCIAS ECONÓMICAS 
##                                                        4 
##                                                 ECONOMIA 
##                                                        4 
## ESPECIALIZACIÓN EN CONTABILIDAD FINANCIERA INTERNACIONAL 
##                                                        1 
##                              ESPECIALIZACION EN FINANZAS 
##                                                        4 
##            ESPECIALIZACION EN GERENCIA DE CONSTRUCCIONES 
##                                                        4 
##                       ESPECIALIZACION EN GERENCIA SOCIAL 
##                                                        4 
##              ESPECIALIZACIÓN EN NEGOCIOS INTERNACIONALES 
##                                                        3 
##                                                 FINANZAS 
##                                                        4 
##                   MAESTRÍA EN ADMINISTRACIÓN DE EMPRESAS 
##                                                       12 
##             MAESTRÍA EN CIENCIAS ECONÓMICAS Y DE GESTIÓN 
##                                                        4 
##                                     MAESTRÍA EN FINANZAS 
##                                                        4 
##          MAESTRÍA EN GERENCIA DE ORGANIZACIONES DE SALUD 
##                                                        4 
##                                     MAESTRÍA EN MERCADEO 
##                                                        4 
##                              MAESTRÍA EN POLÍTICA SOCIAL 
##                                                        4 
##                                 NEGOCIOS INTERNACIONALES 
##                                                        4

Nivel académico (pregrado / posgrado)

table(facultad_economicas$`NIVEL ACADÉMICO`)

## 
## POSGRADO PREGRADO 
##       52       20

summarytools::freq(as.factor(facultad_economicas$`NIVEL ACADÉMICO`), cumul = FALSE)

## Frequencies  
## as.factor(x = facultad_economicas$`NIVEL ACADÉMICO`)  
## Type: Factor  
## 
##                  Freq   % Valid   % Total
## -------------- ------ --------- ---------
##       POSGRADO     52     72.22     72.22
##       PREGRADO     20     27.78     27.78
##           <NA>      0                0.00
##          Total     72    100.00    100.00

Nivel de formación

table(facultad_economicas$`NIVEL DE FORMACIÓN`)

## 
##                     Doctorado Especialización universitaria 
##                             4                            16 
##                      Maestría                 Universitaria 
##                            32                            20

Sexo

table(facultad_economicas$SEXO)

## 
## Hombre  Mujer 
##     36     36

summarytools::freq(as.factor(facultad_economicas$SEXO), cumul = FALSE)

## Frequencies  
## as.factor(x = facultad_economicas$SEXO)  
## Type: Factor  
## 
##                Freq   % Valid   % Total
## ------------ ------ --------- ---------
##       Hombre     36     50.00     50.00
##        Mujer     36     50.00     50.00
##         <NA>      0                0.00
##        Total     72    100.00    100.00

Gráficas

barplot(sort(table(facultad_economicas$`PROGRAMA ACADÉMICO`), decreasing = TRUE),
        las = 2, cex.names = 0.6, col = "#3498db",
        main = "Filas de registro por programa académico", ylab = "Frecuencia")

barplot(table(facultad_economicas$`NIVEL ACADÉMICO`), col = "#27ae60",
        main = "Pregrado vs. posgrado", ylab = "Frecuencia")

barplot(table(facultad_economicas$SEXO), col = c("#e74c3c", "#3498db"),
        main = "Distribución por sexo", ylab = "Frecuencia")

Interpretación: la facultad tiene 17 programas (5 de pregrado y 12 de posgrado, entre especializaciones, maestrías y doctorado), todos de manera presencial. Hay el mismo número de filas para hombres y mujeres (36 y 36), pero eso es solo la cantidad de registros por programa/semestre, no el número real de estudiantes — eso se ve en la variable cuantitativa MATRICULADOS a continuación.

2. Variable cuantitativa: matriculados

Indicadores de centro, posición y dispersión

summarytools::descr(facultad_economicas$MATRICULADOS)

## Descriptive Statistics  
## facultad_economicas$MATRICULADOS  
## N: 72  
## 
##                     MATRICULADOS
## ----------------- --------------
##              Mean          52.67
##           Std.Dev          96.06
##               Min           1.00
##                Q1           7.50
##            Median          14.00
##                Q3          42.50
##               Max         436.00
##               MAD          12.60
##               IQR          34.50
##                CV           1.82
##          Skewness           2.58
##       SE.Skewness           0.28
##          Kurtosis           5.88
##           N.Valid          72.00
##                 N          72.00
##         Pct.Valid         100.00

Moda, rango y coeficiente de variación

moda <- function(x) {
  tab <- table(x)
  as.numeric(names(tab)[tab == max(tab)])[1]
}

moda(facultad_economicas$MATRICULADOS)

## [1] 10

max(facultad_economicas$MATRICULADOS) - min(facultad_economicas$MATRICULADOS)

## [1] 435

sd(facultad_economicas$MATRICULADOS) / mean(facultad_economicas$MATRICULADOS) * 100

## [1] 182.396

Boxplot y distribución

boxplot(facultad_economicas$MATRICULADOS, horizontal = TRUE, las = 1,
        main = "Matriculados por fila (programa x nivel x sexo x semestre)")

hist(facultad_economicas$MATRICULADOS, col = "#3498db", border = "white",
     main = "Distribución de matriculados", xlab = "Matriculados")

3. Comparación: programas de pregrado por género

pregrado_facultad <- subset(facultad_economicas, `NIVEL ACADÉMICO` == "PREGRADO")

tabla_pregrado <- aggregate(MATRICULADOS ~ `PROGRAMA ACADÉMICO` + SEXO,
                             data = pregrado_facultad, FUN = sum)

tabla_ancha <- reshape(tabla_pregrado, idvar = "PROGRAMA ACADÉMICO",
                        timevar = "SEXO", direction = "wide")
names(tabla_ancha) <- c("Programa", "Hombres", "Mujeres")
tabla_ancha$Total <- tabla_ancha$Hombres + tabla_ancha$Mujeres
tabla_ancha$Pct_Mujeres <- round(tabla_ancha$Mujeres / tabla_ancha$Total * 100, 1)
tabla_ancha <- tabla_ancha[order(-tabla_ancha$Total), ]
tabla_ancha

##                     Programa Hombres Mujeres Total Pct_Mujeres
## 1 ADMINISTRACION DE EMPRESAS     853     639  1492        42.8
## 5   NEGOCIOS INTERNACIONALES     488     463   951        48.7
## 3                   ECONOMIA     190     130   320        40.6
## 2         CONTADURIA PUBLICA      91     146   237        61.6
## 4                   FINANZAS      19      12    31        38.7

Hombres vs. mujeres por programa

matriz <- t(as.matrix(tabla_ancha[, c("Hombres", "Mujeres")]))
colnames(matriz) <- tabla_ancha$Programa

barplot(matriz, beside = TRUE, las = 2, cex.names = 0.8,
        col = c("#3498db", "#e74c3c"),
        main = "Estudiantes de pregrado por programa y género",
        ylab = "Matriculados")
legend("topright", legend = c("Hombres", "Mujeres"), fill = c("#3498db", "#e74c3c"), bty = "n")

Porcentaje de mujeres por programa

porcentajes <- setNames(tabla_ancha$Pct_Mujeres, tabla_ancha$Programa)

barras <- barplot(porcentajes, las = 2, cex.names = 0.8, col = "#e74c3c", ylim = c(0, 70),
                   main = "% de mujeres por programa de pregrado", ylab = "% mujeres")
abline(h = 50, lty = 2, col = "gray40")
text(barras, porcentajes + 2, paste0(porcentajes, "%"), cex = 0.8)

Interpretación: Finanzas es el programa más pequeño de la facultad (31 estudiantes en total, frente a 1.492 de Administración de Empresas), con 38,7% de mujeres un porcentaje similar al de Economía (40,6%) y Administración de Empresas (42,8%), pero muy por debajo de Contaduría Pública (61,6%), la única carrera de la facultad donde las mujeres son mayoría. Hemos podido identificar el porcentaje de desigualdad de la carrera de finanzas.Pero aparte se observa que la carrera de economia tambien cuenta con un grado menor de mujeres por lo cual se muestra que en estas carreras son dominadas en su gran mayoria por hombres.