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Análisis de datos

Introducción

Son enormes los beneficios que proporcionan los datos en el mundo laboral hoy en día. Las empresas saben qué productos tienen que vender. Qué productos tienen que producir menos. Qué productos tienen que producir más. ¿Sabes cómo es posible todo eso? Todo eso es posible gracias a un análisis meticuloso de los historiales de ventas de la empresa. Esta decisión se basa en los resultados del análisis de los datos de la empresa. Dado que esta rama es de vital importancia. Hoy en nuestra entrada sobre ciencia de datos, vamos a ver las diferentes herramientas (librerías) que nos proporciona el lenguaje Python para manipular los datos.

Análisis de datos en Python

Librerías o bibliotecas para el análisis de datos

Antes de empezar, primero definiremos qué es una biblioteca.

Una biblioteca de Python es una colección de funciones y métodos que permiten realizar muchas acciones sin escribir ningún código. Suelen contener módulos integrados que proporcionan diferentes funcionalidades que se pueden utilizar directamente.

Para que esta lectura sea más clara, he dividido las bibliotecas de análisis de datos de Python en tres grupos. El primer grupo se denomina bibliotecas para el cómputo científico. En este grupo vamos a hablar de Pandas, NumPy y SciPy.

Pandas

Pandas ofrece estructura de datos y herramientas para una manipulación y análisis de datos muy efectivos. Proporciona acceso a datos estructurados. El instrumento principal de Pandas es la tabla bidimensional que consta de etiquetas de fila y columna, que se denominan marco de datos (data frame). Está diseñado para proporcionar una funcionalidad de indexación sencilla. Para instalar pandas en las diferentes plataformas, sigue los pasos descritos en la página oficial.

NumPy

La biblioteca NumPy usa matrices para sus entradas y salidas. Puede extenderse a objetos para matrices y, con pequeños cambios de codificación, los desarrolladores pueden realizar un procesamiento rápido de matrices.

SciPy

SciPy incluye funciones para algunos problemas matemáticos avanzados, así como visualización de datos.

En el segundo grupo tenemos las bibliotecas para la visualización de datos. El uso de métodos de visualización de datos es la mejor manera de comunicarse con otros, mostrándoles resultados significativos del análisis. Estas bibliotecas permiten crear gráficos, tablas y mapas.

Matplotlib

Es la biblioteca más conocida para la visualización de datos. Es ideal para hacer gráficos y diagramas. Los gráficos también son altamente personalizables. Otra biblioteca de visualización de alto nivel es Seaborn.

Seaborn

Está basada en Matplotlib. Utilizando esta biblioteca es fácil generar varias figuras, como mapas de calor, series de tiempo y gráficas de violín.

En el tercer y último grupo tenemos los algoritmos de aprendizaje automático.

Con los algoritmos de aprendizaje automático, podemos desarrollar un modelo utilizando nuestro conjunto de datos y obtener predicciones. Las bibliotecas algorítmicas abordan las tareas de aprendizaje automático de básicas a complejas. En este grupo hablaremos de dos bibliotecas:

Scikit-learn

Contiene herramientas de modelado estadístico, que incluyen regresión, clasificación, agrupamiento, etcétera. Esta biblioteca se basa en NumPy, SciPy y Matplotib.

Statsmodels

También es un módulo de Python que permite a los usuarios explorar datos, estimar modelos estadísticos y realizar pruebas estadísticas.

Resumen

En esta entrada vimos las diferentes librerías que nos proporciona Python para el análisis de datos. Fue la primera de las muchas entradas que publicaremos sobre esta rama tan importante. Regresa pronto y lee los otros artículos relacionados con los datos. ¿Quieres divertirte? Contesta las trivias que te he preparado haciendo click aquí.

Acerca del autor

Saintus Zephir

Ingeniero en Sistemas Computacionales y estudiante de Maestría en Ciencias en Ingeniería y Tecnologías Computacionales en el Centro de Investigación y de Estudios Avanzados del IPN (CINVESTAV-IPN).

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