Data analysis

Bike sharing

• Bike sharing
• Preprocessing
• Hypothesis testing
• Analysis of weather related features
• Time series analysis
• ARIMA models

Absenteism at work

• Absenteism at work
• Preprocessing
• Initial analysis of reasons for absence
• Conditional probabilities of the different absence reasons
• Impact of Body Mass Index on reason for absence
• Impact of age on reason for absence
• Preprocessing
• Transportation costs and distance to work factors
• Preprocessing

Analysing marketing campaign data

• Analysing (bank) marketing campaign data
• Initial data analysis
• Impact of numerical features on the outcome
• Regressions

Company bankruptcy

• Company bankruptcy
• Loading arff data
• Profiling
• Missing values
• Feature selection

Online shopper's purchasing intention

• Online shopper’s purchasing intention
• Loading the set
• Exploratory data analysis
• Clustering

Credit card defaulters

• Credit card defaulters
• Preprocessing
• Exploratory data analysis
• Evaluating the correlation between columns using a heatmap

Heart disease

• Heart disease
• Preprocessing
• Outliers
• Exploratory data analysis
• Correlations with a Heatmap

Online retail

• Online retail
• Preprocessing
• Outliers and missing values
• Data preparation and feature engineering
• Data analysis

Energy consumed by appliances

• Energy consumed by appliances
• Preprocessing
• Preprocessing
• Data preparation and feature engineering
• Exploratory data analysis

Analysing air quality

• Analysing air quality
• Preprocessing
• Outliers and missing values
• Data analysis

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