ABCD: Responsible Use of Data: Statistical Considerations

This lecture talks about the responsible use of data and statistical considerations in ABCD.

ABCD: Visualizing ABCD Data

This lecture includes the basics of plotting data in Python, manipulating plots and figure objects, displaying statistical results in plots, data and dataframe manipulation, and plotting brain data in Python.

Carolina Makowski (she/her)

Katie Bottenhorn (she/her)

YouTube Lecture | Slides

YouTube Lecture | Slides

Zhao et al.: 'Task fMRI paradigms may capture more behaviorally relevant information than resting-state functional connectivity.'

Markowski et al.: 'Quality over quantity: powering neuroimaging samples in psychiatry.'

Markowski et al.: 'Leveraging the Adolescent Brain Cognitive Development Study to improve behavioral prediction from neuroimaging in smaller replication samples.'

GitHub Repo with the Notebooks + Data From Lecture.

Tal Yarkoni's Neurohackademy 2018 Data Visualization Tutorial.

Fahad and Yahya: 'Big Data Visualization: Allotting by R and Python with GUI Tools.'

Towards Data Science: Introduction to Data Visualization in Python

Towards Data Science: Complete Guide to Data Visualization with Python

Week 14 Data Exercise

Week 14 Solutions