Detecção automática de eventos, lag frente, lag massa

This report analyzes monthly rainfall trends across five Indian cities using R and area chart visualization. It highlights seasonal patterns and compares rainfall distribution across regions.

This report analyzes monthly rainfall trends across five Indian cities using R programming. The data is visualized using area charts to highlight seasonal patterns and monsoon effects.

Data Visionaries

Data Visionaries

A Simple Linear Regression

Análisis de casi 20 años de cotización de BBVA conectando los datos con el contexto económico histórico: crisis financiera, crisis de deuda soberana, COVID-19 y recuperación bancaria. Desarrollado con R, ggplot2, dplyr y Quarto.

Smart Campus Data Analysis This project focuses on analyzing classroom utilization and electricity consumption in a smart campus environment using R programming. The objective is to improve resource efficiency and support data-driven decision-making. The dataset includes variables such as room capacity, number of students, department, and electricity usage. Data preprocessing steps such as handling missing values and removing duplicates were performed to ensure data quality. A new metric called Utilization was calculated as the ratio of students used to capacity, and further categorized into low, medium, and high levels for better analysis. Exploratory Data Analysis (EDA) was conducted using statistical measures like mean, median, standard deviation, quartiles, and skewness. Outliers were detected using both IQR and Z-score methods. Various visualizations were created using ggplot2, including histograms, density plots, boxplots, scatter plots, and bar charts to understand data distribution, relationships, and departmental comparisons. The analysis revealed that while most classrooms are efficiently utilized, some are underutilized, and there is variation in electricity consumption across departments. This project demonstrates how data analytics can be used to optimize campus resources and improve operational efficiency.