Datos Estadisticos
Los principales gráficos Estadísticos los podemos Resumir en:
*Diagrama de barras o columnas
*Diagrama de sectores
*Diagrama lineales
*Diagrama de dispersión
*Histogramas
*Plígonos de frecuencia
*Ojivas
Los dos primeros diagramas son utilizados para variables cualitativas y tambien para cuantitativas, pero cuando los datos son discretos, el diagrama lineal es muy utilizado.
Diagramas de barras o columnas
Es un tipo de gráfico que constan de dos ejes, de los cuales se escoge a uno de ellos para representar a la variable de estudio de acuerdo a la distribución de frecuencias generada y el otro para representar la frecuencia de cada categoría, si es el eje vertical en el que se marcan las frecuencias el diagrama será de columnas, por el contrario si es en el eje horizontal donde se representan las frecuencia, el diagrama será de barras.
En este diagrama, la altura de las columnas o la longitud de las barras, vienen establecidas por la frecuencia de cada categoría.
Se ha realizado un estudio sobre la provincia de nacimiento de una muestra de 60 personas, obteniendose la siguiente distribución.
![](data:image/png;base64,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)
Fuente: Diagrama de barras: ¿qué es y cómo se hace? -google
Diagrama de sectores
Es un gráfico que se presenta como un círculo en el cual constan divisiones o sectores que representan a las diferentes categorías que tiene la distribución, en un gráfico apropiado para variables cualitativas o cuantitativas discretas.
![Diagrama de sectores - Qué es, definición y concepto | 2022 ...](https://economipedia.com/wp-content/uploads/Ejemplo-38.png)
Fuente: https://www.superprof.es/apuntes/escolar/matematicas/estadistica/descriptiva/diagrama-de-sectores.html.
Diagramas lineales
Este tipo de gráfico es utilizado de manera usual en la representación de una variable en el tiempo, estableciéndose siempre que la variable tiempo estará ubicada en el eje horizontal y la otra variable en el eje vertical. El diagrama permite ver ciertas tendencias que pueden tener los datos en el transcurso del tiempo, en relación específicamente a si existe crecimiento o decrecimiento de la variable de estudio, durante el periodo de estudio.
![Gráfico lineal](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTrG5S90hhUzH4P6AICRQ5GlE5Mzu9aftc-ri-ws-8Gvg&s)
Diagrama de dispersión
Es un gráfico que nos permite visualizar la relación entre dos variables de estudio, una con carácter de independiente y la otra dependiente de la primera, la representación sigue la convención establecida que, la variable independiente se ubicará en el eje horizontal y la dependiente en el eje vertical. Normalmente se presentan los valores como puntos ubicados en el plano, se recomienda no unir los puntos mediante segmentos.
Histograma
En esencia es un gráfico compuesto por una sucesión de rectángulos adyacentes, cada uno de los cuales representa una categoría, con la condición de que el área de cada uno de ellos es igual o proporcionalmente a la frecuencia de la categoría que representa. La variable de estudio se ubica en el eje horizontal y la frecuencia de clase (absoluta, relativa o porcentual) se ubica en el eje vertical. Cuando los intervalos de clase son iguales para todas las categorías, la altura de cada rectángulo es igual a la frecuencia de clase.
Tipo de gráfico es representativo de las distribuciones de frecuencia cuya variable de estudio es de tipo cuantitativa continua; como ya sabemos las clases o categorías de estas distribuciones están formadas mediante intervalos.
Polígono de frecuencias
Es otro gráfico representativo de las variables cuantitativas continuas, que consiste en un diagrama de segmentos rectos articulados en los puntos que se generan al ubicar en el plano a cada marca de clase con su respectiva frecuencia (x, f). La variable de estudio se ubica en el eje horizontal (representada por las marcas de clase) y la frecuencia de clase; absoluta relativa o porcentual en el eje vertical. El gráfico se concluye cuando se cierra el polígono con el eje horizontal, para el efecto se crean marcas de clase inmediatas anterior a la primera y posterior a la última, con frecuencias cero y con ancho de intervalo igual a las categorías que anteceden o suceden.
Las temperaturas de una ciudad en otoño.
![representación gráfica de poligono de frecuencias representando la variación de temperaturas de una ciudad](https://www.superprof.es/apuntes/wp-content/uploads/2019/10/11-15712290094875-6145.gif)
Ojivas o polígono de frecuencias acumulada
También es un diagrama representativo de estudios estadísticos con variable cuantitativa continua; constituye un gráfico de tipo lineal que forma una línea poligonal abierta. Está representado por los segmentos rectos que se unen secuencialmente en los puntos que se generan al relacionar los límites inferior o superior de cada categoría con las respectivas frecuencias acumuladas "menor que" o "mayor que".
Los diagramas son diseños geométricos que se realizan con el objetivo de representar gráficamente ideas, procesos, soluciones, mecanismos o fenómenos para facilitar su comprensión.
Te quedo muy bien hiciste buen trabajo y buena organización.
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EliminarBien explicado y con buena organización, buen trabajo compañera.
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EliminarLe quedó muy bien, se ve que le hecho esfuerzo... La felicito
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EliminarExcelente trabajo, se entiende muy bien la información
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