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Added Google Colab links for all chapters!
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zaneveld authored Nov 24, 2020
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- [**Exercise**: Little Brother is Missing](content/03_the_command_line/exercise_little_brother_is_missing.ipynb)
- **Chapter 4. Exploring Python**
- [Exploring Python](./content/04_exploring_python/exploring_python.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/04_exploring_python/exploring_python.ipynb)
- **Exercise**: Error Bingo
- [A Tour of Python Data Types](./content/04_exploring_python/exploring_python_data_types.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/04_exploring_python/exploring_python_data_types.ipynb)
- A Tour of Python Syntax (functions, conditions, iteration)
- **Chapter 5. Project Design**
- [Using Literature Surveys to Ask Good Questions and Propose Testable Hypotheses](./content/05_project_design/project_design.ipynb)
- [Using Literature Surveys to Ask Good Questions and Propose Testable Hypotheses](./content/05_project_design/project_design.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/05_project_design/project_design.ipynb)
- **Chapter 6. Biological Sequences**
- [An introduction to Biological Sequences](./content/06_biological_sequences/biological_sequences.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/06_biological_sequences/biological_sequences.ipynb)
- [Representing and Manipulating Biological Sequences as Python Strings](./content/06_biological_sequences/representing_and_manipulating_biological_sequences_with_python_strings.ipynb)
- [Analyzing Biological Sequences with For Loops and If Statements](./content/06_biological_sequences/using_for_loops_to_analyze_biological_sequences.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/06_biological_sequences/representing_and_manipulating_biological_sequences_with_python_strings.ipynb)
- [Analyzing Biological Sequences with For Loops and If Statements](./content/06_biological_sequences/using_for_loops_to_analyze_biological_sequences.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/06_biological_sequences/using_for_loops_to_analyze_biological_sequences.ipynb)
- [Reading and writing FASTA files using Python](./content/06_biological_sequences/reading_and_writing_fasta_files.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/06_biological_sequences/reading_and_writing_fasta_files.ipynb)
- **Chapter 7. 'Omics**
- [An Introduction to 'Omics](./content/07_tabular_omics_data/tabular_omics_data.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/07_tabular_omics_data/tabular_omics_data.ipynb)
- **In depth:** Characterizing Microbial Community Ecology
- **Exercise:** Microbiome change scenarios
- [Working with Tabular 'Omic data in Python using Pandas](./content/07_tabular_omics_data/analyzing_tabular_omics_data_in_pandas.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/07_tabular_omics_data/analyzing_tabular_omics_data_in_pandas.ipynb)
- Analyzing Microbiome Alpha Diversity in Python
- Analyzing Microbiome Beta Diversity in Python
- Simulating the Effect of Sequencing Depth on Diversity Estimates
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- **8b. Phylogenetics**
- Tree thinking
- [Representing Phylogenetic Trees with Python Classes](./content/08_phylogenetic_trees/phylogenetic_trees.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/08_phylogenetic_trees/phylogenetic_trees.ipynb)
- [Generating Trees Using Birth-Death Models](./content/08_phylogenetic_trees/birth_death_models.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/08_phylogenetic_trees/birth_death_models.ipynb)
- Working with Traits on Trees
- Maximum Parsimony Ancestral State Reconstruction
- Hidden State Prediction
Expand All @@ -48,14 +59,20 @@ This text is currently in early prototype status. Chapters with content you can
- Representing Correlation
- Representing Distribution
- **Chapter 10. Simulation**
- [Simulating the Population Genetics of Natural Selection and Genetic Drift](./content/10_simulation/simulating_evolution.ipynb)
- [Simulating the Population Genetics of Natural Selection and Genetic Drift](./content/10_simulation/simulating_evolution.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/10_simulation/simulating_evolution.ipynb)
- **Chapter 11. Statistics**
- [Monte Carlo simulation and the Fundamental Unity of Statistical Hypothesis Tests](./content/11_statistics/monte_carlo_methods_and_the_fundamental_unity_of_statistical_tests.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/monte_carlo_methods_and_the_fundamental_unity_of_statistical_tests.ipynb)
- Statistical Distributions and Parametric Tests
- [Rank Transformations](./content/11_statistics/rank_based_methods.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/rank_based_methods.ipynb)
- [Monte Carlo simulation of Effect Size, Sample Size, and Significance](./content/11_statistics/effect_size_sample_size_and_significance.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/effect_size_sample_size_and_significance.ipynb)
- [Dealing with Multiple Comparisons](https://github.com/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/dealing_with_multiple_comparisons.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/dealing_with_multiple_comparisons.ipynb)
- [**Exercise**: Revising your writing about statistical results](./content/11_statistics/exercise_revising_your_writing_about_statistical_results.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/11_statistics/exercise_revising_your_writing_about_statistical_results.ipynb)
- An Introduction to Maximum Likelihood optimization
- The Best Model of A Cat is a Cat - model complexity, overfitting, and the AIC
- An Introduction to Bayesian Approaches
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- Presentations as Verbal Chess
- **Chapter 14. Polishing and Publishing**
- [Presenting Research](./content/13_presenting_research/12_Presenting_Research.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/13_presenting_research/12_Presenting_Research.ipynb)
- From Data to Conclusion: building a research manuscript brick by brick
- Resistance is Futile: becoming a language Borg
- **Exercise**: generating a targeted title using templating
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- Fighting for an Inclusive Workplace
- Open-source Science as Shield and Sword
- [Applying for Grants](./content/13_presenting_research/applying_for_grants.ipynb)
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/zaneveld/full_spectrum_bioinformatics/blob/master/content/13_presenting_research/applying_for_grants.ipynb)
- **Appendices:**
- Appendix A - Data Sources for Bioinformatics Projects
- Appendix B - Timesaving Starter Code
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