THEUS · Investigación · Arequipa
Casos Perú · Versión 2026-09-25

Tu encuesta ya puede convertirse en resultados.

ALCANCE
Demostración ilustrativa con datos ficticios; no ejecución real de Theus ni resultado de un cliente. Encuestas ficticias: no describen Arequipa ni demuestran causas. No generalizar fuera de la muestra.

Es una reconstrucción animada de un flujo de trabajo ilustrativo. No representa una sesión grabada, un cliente, una integración activa ni un resultado logrado por un usuario.

VIDEO
https://theus.pe/videos/casos-peru-20260925/investigacion.mp4
Duración del máster: 65.467 segundos.

ENTRADAS DEL EJEMPLO
- encuestas-movilidad.csv: 120 registros: 8 duplicados y 4 incompletos, sin solapamiento.
- diccionario-variables.txt: Zona y minutos de viaje; criterios de exclusión.
- pregunta-investigacion.txt: Comparar tiempo de viaje de la muestra por zona.

INSTRUCCIÓN ILUSTRATIVA
Depura duplicados e incompletos conservando un registro de exclusiones. Calcula la media de minutos por zona, muestra el tamaño de cada grupo y prepara un resumen sin inferir causalidad.

RESULTADO ILUSTRATIVO
108 respuestas listas para analizar
120 recibidas − 8 duplicadas − 4 incompletas

DATOS FICTICIOS Y MÉTODO
{
  "received": 120,
  "duplicateExcluded": 8,
  "incompleteExcluded": 4,
  "valid": 108,
  "exclusionGroupsDoNotOverlap": true,
  "groups": [
    {
      "zone": "Norte",
      "n": 36,
      "meanMinutes": 45,
      "sumMinutes": 1620
    },
    {
      "zone": "Centro",
      "n": 40,
      "meanMinutes": 28,
      "sumMinutes": 1120
    },
    {
      "zone": "Sur",
      "n": 32,
      "meanMinutes": 52,
      "sumMinutes": 1664
    }
  ],
  "totalValidMinutes": 4404,
  "overallMeanMinutes": 40.77777777777778,
  "validRows": [
    {
      "id": "V001",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V002",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V003",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V004",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V005",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V006",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V007",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V008",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V009",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V010",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V011",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V012",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V013",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V014",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V015",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V016",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V017",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V018",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V019",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V020",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V021",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V022",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V023",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V024",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V025",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V026",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V027",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V028",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V029",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V030",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V031",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V032",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V033",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V034",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V035",
      "zone": "Norte",
      "travelMinutes": 50
    },
    {
      "id": "V036",
      "zone": "Norte",
      "travelMinutes": 40
    },
    {
      "id": "V037",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V038",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V039",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V040",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V041",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V042",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V043",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V044",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V045",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V046",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V047",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V048",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V049",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V050",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V051",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V052",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V053",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V054",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V055",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V056",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V057",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V058",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V059",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V060",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V061",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V062",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V063",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V064",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V065",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V066",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V067",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V068",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V069",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V070",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V071",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V072",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V073",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V074",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V075",
      "zone": "Centro",
      "travelMinutes": 33
    },
    {
      "id": "V076",
      "zone": "Centro",
      "travelMinutes": 23
    },
    {
      "id": "V077",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V078",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V079",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V080",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V081",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V082",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V083",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V084",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V085",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V086",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V087",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V088",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V089",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V090",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V091",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V092",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V093",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V094",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V095",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V096",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V097",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V098",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V099",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V100",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V101",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V102",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V103",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V104",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V105",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V106",
      "zone": "Sur",
      "travelMinutes": 47
    },
    {
      "id": "V107",
      "zone": "Sur",
      "travelMinutes": 57
    },
    {
      "id": "V108",
      "zone": "Sur",
      "travelMinutes": 47
    }
  ],
  "excludedRows": [
    {
      "id": "D1",
      "reason": "Duplicado",
      "duplicateOf": "V001"
    },
    {
      "id": "D2",
      "reason": "Duplicado",
      "duplicateOf": "V002"
    },
    {
      "id": "D3",
      "reason": "Duplicado",
      "duplicateOf": "V003"
    },
    {
      "id": "D4",
      "reason": "Duplicado",
      "duplicateOf": "V004"
    },
    {
      "id": "D5",
      "reason": "Duplicado",
      "duplicateOf": "V005"
    },
    {
      "id": "D6",
      "reason": "Duplicado",
      "duplicateOf": "V006"
    },
    {
      "id": "D7",
      "reason": "Duplicado",
      "duplicateOf": "V007"
    },
    {
      "id": "D8",
      "reason": "Duplicado",
      "duplicateOf": "V008"
    },
    {
      "id": "I1",
      "reason": "Minutos faltantes",
      "travelMinutes": null
    },
    {
      "id": "I2",
      "reason": "Minutos faltantes",
      "travelMinutes": null
    },
    {
      "id": "I3",
      "reason": "Minutos faltantes",
      "travelMinutes": null
    },
    {
      "id": "I4",
      "reason": "Minutos faltantes",
      "travelMinutes": null
    }
  ]
}

TRANSCRIPCIÓN
Tienes ciento veinte encuestas y tu asesor te pide resultados claros. Empieza por saber qué respuestas puedes utilizar.

En este ejemplo de Arequipa, reúnes un archivo de movilidad estudiantil, el diccionario de variables y tu pregunta de investigación.

Le pides a Theus revisar duplicados, separar registros incompletos y comparar los minutos de viaje por zona.

Ocho respuestas están duplicadas y cuatro incompletas. Quedan ciento ocho válidas: treinta y seis del norte, cuarenta del centro y treinta y dos del sur.

Las medias del ejemplo son cuarenta y cinco, veintiocho y cincuenta y dos minutos. Cada gráfico muestra su grupo y sus datos.

Recibes tablas, gráficos y un registro de exclusiones para conversar con tu asesor. Revisa el método antes de concluir.

Haz avanzar tu investigación con Theus. Elige tu plan en theus punto pe.

FUENTES SOBRE LAS CAPACIDADES PUBLICADAS
https://theus.pe/
https://theus.pe/chat-theus/
Las fuentes describen el producto; no convierten esta demostración en evidencia de una ejecución real.

CRÉDITOS
Guion, datos ficticios y animación: producción para Theus, septiembre de 2026.
Locución sintética en español.
Música: Infinity — Arulo.
Procedencia de música: https://mixkit.co/free-stock-music/tag/technology/
Licencia de incorporación musical: https://mixkit.co/license/modal/musicFree/
Efectos incorporados: biblioteca bajo licencia de contenido de Pixabay y efecto Paper slide (Mixkit n.º 1530).
Licencias: https://pixabay.com/service/license-summary/ y https://mixkit.co/license/modal/sfxFree/
Los recursos sonoros están incorporados en el video; no se ofrecen como archivos de stock independientes.