https://github.com/gesiscss/methods_seminar_2020_network_science
Introduction to Social Network Science in Python
https://github.com/gesiscss/methods_seminar_2020_network_science
2020 exercises network-analysis network-science python seminar
Last synced: 2 days ago
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Introduction to Social Network Science in Python
- Host: GitHub
- URL: https://github.com/gesiscss/methods_seminar_2020_network_science
- Owner: gesiscss
- Created: 2020-09-07T07:31:26.000Z (about 5 years ago)
- Default Branch: master
- Last Pushed: 2020-09-26T11:00:07.000Z (about 5 years ago)
- Last Synced: 2025-05-07T05:48:00.883Z (5 months ago)
- Topics: 2020, exercises, network-analysis, network-science, python, seminar
- Language: Jupyter Notebook
- Homepage:
- Size: 27.3 MB
- Stars: 6
- Watchers: 10
- Forks: 4
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 1st Virtual GESIS Methods Seminar 2020
## Chapter: Introduction to Social Network Science with Python### Instructors:
Dr. Haiko Lietz [[website]](https://www.gesis.org/institut/mitarbeiterverzeichnis/person/haiko.lietz) [[github]](https://github.com/haikolietz)MSc. Olga Zagovora [[website]](https://www.gesis.org/institut/mitarbeiterverzeichnis/person/Olga.Zagovora?no_cache=1) [[github]](https://github.com/zagovora) [[twitter]](https://twitter.com/alenyshkaxx)
MSc. Lisette Espin-Noboa [[website]](https://www.lisetteespin.info) [[github]](https://github.com/lisette-espin) [[twitter]](https://twitter.com/lespin)
### Venue and Dates
Dates: Sep. 21 - Sep. 25, 2020Venue: Virtual (ZOOM)
Materials: [ILIAS](http://ilias.gesis.org/) and [GitHub](https://github.com/gesiscss/methods_seminar_2020_network_science)
---
### Run everyhting in the cloud
You can open the whole repository and work with it in the cloud.\
All your modifications and new files will be stored until you delete them.\
*Note: You need an account to login first. Just click the button and follow the instructions from "You are not yet registered?"*[](https://notebooks.gesis.org/services/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master)
---
### Exercises (one-by-one)
You can opt for working on individual exercises only.\
However, all your modifications will be lost after a few minutes of inactivity (or if you close the notebook).#### Preparation (warm-up)
| # | Notebook | Launch |
|---|----------------------------------------------|--------|
| 0 | Introduction to Python and Jupyter notebooks | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F00_preparation.ipynb) |
| 1 | Variables, Strings, Numbers and Operators | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F01_var_string_num.ipynb) |
| 2 | Lists and Tuples | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F02_lists_tuples.ipynb) |
| 3 | Dictionaries | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F03_dictionaries.ipynb) |
| 4 | If statement | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F04_if_statements.ipynb) |
| 5 | Functions | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F05_introducing_functions.ipynb) |
| 6 | More functions | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F0_preparation%2F06_more_functions.ipynb) |#### Day 1:
| # | Notebook | Instructor | Demo | Exercise | Solution |
|---|---------------------------------------------------|------------|------|-----------|----------|
| 1 | Essential Python functionality & data structures | Olga | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F11_essential_python_functionality_%26_data_structures_demo.ipynb)| [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F11_essential_python_functionality_%26_data_structures_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F11_essential_python_functionality_%26_data_structures_exercise_solution.ipynb) |
| 2 | From data to networks and back | Lisette | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F12_from_data_to_networks_and_back_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F12_from_data_to_networks_and_back_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F1_monday%2F12_from_data_to_networks_and_back_exercise_solution.ipynb)|#### Day 2:
| # | Notebook | Instructor | Demo | Exercise | Solution |
|---|---------------------------------------------------|------------|------|-----------|----------|
| 1 | Network construction & Visualization | Haiko | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F21_network_construction_and_visualization_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F21_network_construction_and_visualization_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F21_network_construction_and_visualization_exercise_solutions.ipynb)|
| 2 | Node centrality | Olga | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F22_node_centrality_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F22_node_centrality_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F2_tuesday%2F22_node_centrality_exercise_solution.ipynb)|#### Day 3:
| # | Notebook | Instructor | Demo | Exercise | Solution |
|---|---------------------------------------------------|------------|------|-----------|----------|
| 1 | Brokerage and Closure | Haiko | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F31_brokerage_and_closure_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F31_brokerage_and_closure_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F31_brokerage_and_closure_exercise_solutions.ipynb) |
| 2 | Cohesion | Haiko | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F32_cohesion_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F32_cohesion_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F3_wednesday%2F32_cohesion_exercise_solutions.ipynb) |#### Day 4:
| # | Notebook | Instructor | Demo | Exercise | Solution |
|---|---------------------------------------------------|------------|------|-----------|----------|
| 1 | Community detection | Haiko | - | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F4_thursday%2F41_community_detection_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F4_thursday%2F41_community_detection_exercise_solutions.ipynb) |
| 2 | Hypothesis testing on networks | Lisette | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F4_thursday%2F42_hypothesis_testing_demo.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F4_thursday%2F42_hypothesis_testing_exercise.ipynb) | [](https://notebooks.gesis.org/binder/v2/gh/gesiscss/methods_seminar_2020_network_science/master?filepath=code%2F4_thursday%2F42_hypothesis_testing_exercise_solution.ipynb) |