FRECUENCIAS

¿Qué es una frecuencia?
[justify][/justify][justify]Frecuencia es una repetición de un hecho o un suceso. Es también el número de veces que se repite un proceso periódico en un intervalo de tiempo determinado. En Estadística, frecuencia es el número de veces que el valor de una variable se repite. Se distinguen dos tipos principales de frecuencia: relativa y absoluta.[br][br]Ejemplo: Supongamos que se realiza un muestreo aleatorio mediante una encuesta que consta de una sola pregunta y 3 opciones de respuesta, y que la encuesta se hace a un grupo de 20 personas.[br][br]Cinco personas responden con la opción 1, diez con la opción 2 y cinco con la opción 3. Recordemos que la frecuencia estadística es la cantidad de veces que se repite una observación; es decir, en este ejemplo, la frecuencia estadística sería de cinco para la opción 1, de diez para la opción 2 y de cinco para la opción 3.[br][br]Nótese que la sumatoria de las frecuencias estadísticas, en este caso, es igual al total de personas encuestadas. Esto significa que la frecuencia estadística es la manera en que se distribuyen las respuestas de las personas.[/justify]
Tipos de frecuencia
[list][*]Frecuencia absoluta:[/*][/list][justify]La frecuencia absoluta de una variable estadística es el número de veces que aparece en la muestra dicho valor de la variable, la representaremos por: [math]n_i[/math][/justify][list][*]Frecuencia relativa:[/*][/list][justify]La frecuencia absoluta, es una medida que está influida por el tamaño de la muestra, al aumentar el tamaño de la muestra aumentará también el tamaño de la frecuencia absoluta. Esto hace que no sea una medida útil para poder comparar. Para esto es necesario introducir el concepto de frecuencia relativa, que es el cociente entre la frecuencia absoluta y el tamaño de la muestra. La denotaremos por: [math]f_i=\frac{n_i}{N}[/math] Donde N es el tamaño de la muestra[/justify][list][*]Frecuencia absoluta acumulada [/*][/list][justify]Para poder calcular este tipo de frecuencias hay que tener en cuenta que la variable estadística ha de ser cuantitativa o cualitativa ordenable. En otro caso no tiene mucho sentido el cálculo de esta frecuencia. La frecuencia absoluta acumulada de un valor de la variable, es el número de veces que ha aparecido en la muestra un valor menor o igual que el de la variable y lo representaremos por: [math]N_i[/math][br][/justify][justify][/justify][list][*]Frecuencia Relativa Acumulada:[/*][/list]Al igual que en el caso anterior la frecuencia relativa acumulada es la frecuencia absoluta acumulada dividido por el tamaño de la muestra, y la denotaremos por:[math]F_i=\frac{N_i}{N}[/math][br][br]
¿Qué es una tabla de frecuencia?
[justify]Las Tablas de frecuencias son herramientas de Estadística donde se colocan los datos en columnas representando los distintos valores recogidos en la muestra y las frecuencias (las veces) en que ocurren.[br][br]ejemplo: Supongamos que se realiza una investigación sobre 15 personas, para determinar la cantidad de mascotas que estas tienen.[br][br]Las respuestas analizadas son: 1, 2, 2, 3, 1, 2, 0, 1, 3, 4, 0, 2, 1, 2, 4. Por lo que la tabla de frecuencia estadística quedaría de la siguiente manera:[br][br][br][img]data:image/png;base64,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[/img][br][/justify][br][br]
Resolver la siguiente actividad: El escarabajo de oro.
Construcción de las tablas de frecuencias
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[/img][br][br][justify][color=#ffff00]1. En la primera columna se ordenan de menor a mayor los diferentes valores que tiene la variable en el conjunto de datos.[/color][br][br][color=#0000ff]2. En las siguientes columnas (segunda y tercera) se ponen las frecuencias absolutas y las frecuencias relativas. [br][/color][br][color=#6aa84f]3. Las columnas cuarta y quinta contienen las frecuencias absolutas acumuladas y las frecuencias relativas acumuladas.[/color][br][br]4. Adicionalmente (opcional) se pueden incluir dos columnas (sexta y séptima), representando la frecuencia relativa y la frecuencia relativa acumulada como tanto por cien. Estos porcentajes se obtienen multiplicando las dos frecuencias por cien[/justify][br][br]
Actividad interactiva
Estructura para el diseño de tablas estadísticas
Las tablas estadísticas están constituidas en su estructura por elementos que se describen a continuación:[br][br][list][*]Código o número de identificación: Con la finalidad de reconocer de forma práctica una tabla estadística se recomienda asignarle un código para su identificación, esto se hace necesario cuando se utilizan más de una.[/*][/list][list][*]Título: es un letrero que se coloca después del código, el texto de dicho título debe ser claro y preciso dando a conocer las variables y las unidades de análisis involucradas en la tabla.[/*][/list][list][*]Nota de título: es un texto muy concreto que se ubica entre paréntesis después del título. sirven para clarificar algún aspecto importante de la tabla y que no fue posible exponerlo en el título.[/*][/list][list][*]Encabezado: son los títulos que se colocan en la parte superior de las columnas que forman la tabla.[/*][/list][list][*]Columna matriz: se refiere a la primera columna de la tabla situada al lado izquierdo de la tabla y en esta columna comprende des partes del encabezado de la misma y el listado de clasificaciones.[/*][/list][list][*]Cuerpo: es el área de la tabla constituida por una sección de casillas o celdas en donde se colocan los datos numéricos correspondientes a los conceptos presentados en el encabezamiento y la columna matriz.[/*][/list][list][*]Pie de tabla: es la parte inferior de la tabla donde se pueden colocar textos muy concretos.[/*][/list][list][*]Nota: es el texto que proporciona información de carácter general sobre el contenido de la tabla.[/*][/list][list][*]Llamadas: son aclaraciones textuales muy específicas en determinadas secciones de la tabla.[/*][/list][list][*]Fuente: es un texto que tiene como propósitos señalar el documento de donde se obtiene la información presentada. [/*][/list]
Crucigrama: Distribuciones de frecuencia
Test
una frecuencia absoluta es un conteo porcentual de el numero de repeticiones
Completar la siguiente tabla de frecuencia
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Informatie: FRECUENCIAS