Resources
All official course materials (including Discussion and Tutoring worksheets) can be found in the above folder. These will be updated throughout the semester.
Notes
These notes serve as supplementary readings and may not necessarily align with lecture and textbook content. These notes aim to serve as a concise overview of course content, which you may find helpful during exam preparation or as a quick refresher.
Other Resources
- JupyterHub Tips
- Arrays Primer
- Tables: Tabular Thinking, Table Method Visualizer, Table Methods
- Table Method Animations: Group Animation, Join Animation, Pivot Animation
Exam Resources
Past Exams
Exams, practice exams, and walkthrough videos from previous semesters can be found below. These exams may differ in terms of material covered and syntax used, as the datascience library has changed over time.
For the Fall 2025 midterm, students received this reference sheet.
Exam Problems by Topic
- A review document identifying past exam problems by topic can be found here!
- Created by Brandon Concepcion
- Fall 2025 Midterm Q1b.ii
- Fall 2025 Midterm Q2a-e
- Fall 2025 Midterm Q3a-b
- Summer 2025 Midterm Q1c
- Summer 2025 Midterm Q1e, i
- Summer 2025 Midterm Q2 a, b, c, d
- Summer 2024 Midterm Q3a-f
- Summer 2024 Final Q3a-c
- Summer 2024 Final Q3e
- Summer 2024 Final Q5a
- Fall 2024 Final Q1h
- Fall 2024 Final Q6c
- Fall 2024 Midterm Q1e, g
- Fall 2024 Midterm Q3abde
- Spring 2024 Midterm Q4(b - d)
- Fall 2023 Midterm Q5d
- Fall 2023 Midterm Q4(a - e)
- Spring 2022 Final Q2
- Spring 2022 Midterm Q1
- Spring 2022 Midterm Q2b
- Fall 2021 Final Q12
- Fall 2021 Final Q2
- Fall 2021 Midterm Q1
- Fall 2021 Midterm Q2
- Spring 2021 Final Q3
- Spring 2021 Midterm Q1
- Fall 2020 Final Q1
- Fall 2020 Midterm Q5
- Spring 2020 Midterm Q2 (e - f)
- Spring 2020 Midterm Q3(e - f, i, j)
- Fall 2019 Midterm Q2
- Fall 2019 Midterm Q4
- Spring 2019 Final Q3
- Spring 2019 Final Q4a
- Spring 2019 Midterm Q3
- Fall 2018 Midterm Q2
- Spring 2018 Final Q5
- Spring 2018 Midterm Q1
- Fall 2017 Final Q1
- Spring 2017 Final Q1
- Spring 2017 Midterm Q1
- Fall 2016 Final Q9
- Fall 2025 Midterm Q5a-f
- Summer 2025 Midterm Q4 a-f
- Summer 2024 Midterm Q5a-d
- Summer 2024 Midterm Q6d-i
- Summer 2024 Final Q3f
- Summer 2024 Final Q1i
- Fall 2024 Final Q4d
- Fall 2024 Midterm Q1j
- Fall 2024 Midterm Q2c-d
- Fall 2024 Midterm Q3f
- Fall 2024 Midterm Q5c (i)
- Spring 2024 Midterm Q4e
- Spring 2024 Midterm Q5
- Fall 2023 Midterm Q5 (a - c, e - f)
- Fall 2023 Midterm Q4f
- Fall 2023 Midterm Q1 (d, f)
- Spring 2022 Final Q6e
- Spring 2022 Final Q1k
- Spring 2022 Midterm Q4
- Fall 2021 Final Q6
- Fall 2021 Midterm Q6
- Spring 2021 Final Q1b
- Spring 2021 Midterm Q5
- Fall 2020 Final Q7
- Fall 2020 Midterm Q7
- Spring 2020 Midterm Q4 (a - c)
- Spring 2020 Midterm Q3k
- Fall 2019 Midterm Q6
- Fall 2019 Midterm Q3 (e - g, h, i)
- Spring 2019 Final Q5
- Spring 2019 Midterm Q6
- Spring 2019 Midterm Q2a
- Fall 2018 Final Q4 (f - h)
- Fall 2018 Midterm Q3
- Spring 2018 Final Q8
- Spring 2018 Final Q11
- Spring 2018 Midterm Q5 (b - d)
- Spring 2018 Midterm Q4
- Fall 2017 Final Q3
- Spring 2017 Final Q2
- Spring 2017 Midterm Q4
- Fall 2016 Final Q15
- Fall 2016 Final Q13
- Fall 2016 Final Q4
- Fall 2025 Midterm Q2c
- Fall 2025 Midterm Q2e
- Fall 2025 Midterm Q3b-c
- Fall 2025 Midterm Q4b.i
- Summer 2025 Midterm Q1e, ii
- Summer 2025 Midterm Q1f
- Summer 2025 Midterm Q2 e
- Summer 2025 Midterm Q3 d
- Summer 2024 Midterm Q1a
- Summer 2024 Midterm Q1d
- Summer 2024 Midterm Q4a-f
- Summer 2024 Final Q1f
- Fall 2024 Final Q4a
- Fall 2024 Final Q5
- Fall 2024 Final Q6b
- Fall 2024 Final Q6d
- Fall 2024 Midterm Q2b
- Fall 2024 Midterm Q4
- Fall 2024 Midterm Q6
- Spring 2024 Midterm Q4a
- Fall 2023 Midterm Q4g
- Fall 2023 Midterm Q1g
- Spring 2022 Final Q7(a, b)
- Spring 2022 Final Q3h
- Spring 2022 Midterm Q2
- Spring 2022 Midterm Q1e
- Fall 2021 Final Q3
- Fall 2021 Midterm Q9
- Fall 2021 Midterm Q6b
- Fall 2021 Midterm Q5
- Spring 2021 Final Q7 (a - c)
- Spring 2021 Midterm Q7
- Spring 2021 Midterm Q6
- Fall 2020 Final Q5b
- Fall 2020 Final Q4g
- Fall 2020 Midterm Q3
- Fall 2020 Midterm Q2
- Spring 2020 Midterm Q3 (a - d)
- Spring 2020 Midterm Q2 (a - d)
- Fall 2019 Midterm Q5
- Fall 2019 Midterm Q2 (a - d)
- Spring 2019 Midterm Q4
- Spring 2019 Midterm Q2b
- Fall 2018 Final Q2a
- Fall 2018 Midterm Q1
- Spring 2018 Midterm Q6
- Spring 2017 Midterm Q2
- Fall 2016 Final Q14
- Fall 2016 Final Q11
- Fall 2016 Final Q10
- Fall 2016 Final Q8
- Fall 2016 Final Q6
- Fall 2016 Final Q2
- Fall 2025 Midterm Q4d
- Summer 2025 Midterm Q3c
- Summer 2025 Midterm Q3e
- Summer 2024 Midterm Q2b
- Fall 2024 Midterm Q3c
- Fall 2023 Midterm Q4a
- Fall 2023 Midterm Q1L
- Spring 2022 Final Q7h
- Spring 2022 Final Q6d
- Fall 2021 Final Q6f
- Fall 2021 Final Q6a
- Fall 2021 Final Q2d
- Fall 2021 Final Q1
- Fall 2021 Midterm Q8a This one don't match
- Fall 2021 Midterm Q4 (h, i) -->
- Fall 2020 Final Q5a
- Spring 2020 Midterm Q3h
- Spring 2019 Midterm Q4d
- Fall 2018 Midterm Q2g
- Summer 2024 Final Q2b-f
- Summer 2024 Final Q1j
- Fall 2024 Final Q1c-e
- Fall 2024 Final Q14e
- Spring 2022 Final Q3 (a - g)
- Spring 2022 Final Q1f
- Fall 2021 Final Q10
- Fall 2021 Final Q9
- Fall 2021 Final Q5b
- Spring 2021 Final Q4 (d - h)
- Spring 2021 Final Q2 (d, e)
- Fall 2020 Final Q6
- Spring 2019 Final Q10f
- Spring 2018 Final Q6
- Spring 2018 Final Q1
- Fall 2025 Midterm Q1c-d
- Summer 2025 Midterm Q1a, b
- Summer 2024 Midterm Q1b, e, f
- Summer 2024 Midterm Q2a
- Summer 2024 Final Q3c
- Summer 2024 Final Q3e
- Summer 2024 Final Q5a
- Summer 2024 Final Q5b
- Fall 2024 Midterm Q1f, i
- Fall 2024 Midterm Q5ab
- Fall 2024 Midterm Q5c (ii)
- Spring 2024 Midterm Q2b
- Spring 2021 Midterm Q2
- Fall 2020 Midterm Q4 (a - e)
- Fall 2019 Midterm Q1
- Spring 2019 Final Q1
- Spring 2019 Midterm Q1
- Summer 2024 Final Q3b-f
- Fall 2024 Final Q1a
- Fall 2024 Final Q1i
- Fall 2024 Final Q3a-f
- Fall 2024 Final Q4b
- Spring 2022 Final Q1 (a, f, g, n)
- Spring 2022 Final Q6 (a - d)
- Fall 2021 Final Q7
- Spring 2021 Final Q4 (a - c)
- Fall 2020 Final Q5 (c, d)
- Spring 2019 Final Q10 (a - e)
- Fall 2018 Final Q2
- Fall 2017 Final Q10
- Spring 2017 Final Q4
- Summer 2024 Final Q3d
- Summer 2024 Final Q3f
- Fall 2024 Final Q1d
- Spring 2022 Final Q1f
- Spring 2022 Final Q1m
- Spring 2022 Final Q3h
- Spring 2021 Final Q4(d - g)
- Spring 2021 Final Q2g
- Fall 2021 Final Q8
- Fall 2020 Final Q5 (e - i)
- Spring 2019 Final Q7
- Spring 2019 Final Q9
- Fall 2018 Final Q7
- Spring 2018 Final Q7
- Spring 2018 Final Q4
- Fall 2016 Final Q3
- Summer 2024 Final Q5a-d
- Fall 2024 Final Q1b
- Fall 2024 Final Q3h
- Spring 2022 Final Q1 (b - d)
- Spring 2022 Final Q7 (c - h)
- Fall 2021 Final Q13
- Spring 2021 Final Q7 (d - f)
- Fall 2020 Final Q4 (a - f)
- Fall 2020 Final Q8
- Spring 2019 Final Q4
- Fall 2018 Final Q1
- Spring 2018 Final Q9
- Spring 2018 Final Q10
- Fall 2017 Final Q9
- Fall 2017 Final Q5
- Spring 2017 Final Q5
- Fall 2016 Final Q5
- Fall 2016 Final Q1
- Fall 2025 Midterm Q4a
- Fall 2025 Midterm Q4c
- Summer 2025 Midterm Q3a
- Summer 2024 Midterm Q6a-c
- Summer 2024 Final Q1g-h
- Summer 2024 Final Q4a-e
- Fall 2024 Final Q7
- Fall 2024 Midterm Q1h
- Fall 2024 Midterm Q2a
- Spring 2024 Midterm Q2a
- Fall 2023 Midterm Q2 a(i. - iv.), b( i.- ii.)
- Fall 2023 Midterm Q1a
- Spring 2022 Final Q5
- Spring 2022 Final Q4
- Spring 2022 Final Q1L
- Spring 2022 Midterm Q3
- Fall 2021 Final Q11
- Fall 2021 Midterm Q3
- Spring 2021 Final Q6
- Spring 2021 Final Q5
- Spring 2021 Midterm Q4
- Fall 2020 Final Q3
- Fall 2020 Final Q2
- Fall 2020 Midterm Q6
- Spring 2020 Midterm Q1
- Fall 2019 Midterm Q3 (a - d)
- Spring 2019 Final Q2
- Spring 2019 Final Q6
- Spring 2019 Midterm Q5
- Fall 2018 Final Q4
- Fall 2018 Midterm Q4
- Spring 2018 Midterm Q3
- Fall 2017 Final Q8
- Spring 2017 Midterm Q3a
Wellness Resources
Your well-being matters, and we hope that Data 8 is never a barrier to taking care of your mental and physical health. Below are some campus resources that may be helpful: