├── .gitignore ├── logo.png ├── meetings ├── 2021 │ └── jan │ │ ├── 20-01-20_cdei_algorithmic_bias_summary.pdf │ │ └── 20-01-21_meeting.md └── meeting_template.md ├── LICENSE.md ├── .github └── ISSUE_TEMPLATE │ └── reading-suggestion.md ├── agendas ├── 19-11-20.md ├── 13-01-2021.md ├── agenda_template.md └── 26-11-20.md ├── MEETINGS.md ├── .all-contributorsrc └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | .idea/ 2 | .DS_Store -------------------------------------------------------------------------------- /logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/leriomaggio/data-ethics-club/main/logo.png -------------------------------------------------------------------------------- /meetings/2021/jan/20-01-20_cdei_algorithmic_bias_summary.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/leriomaggio/data-ethics-club/main/meetings/2021/jan/20-01-20_cdei_algorithmic_bias_summary.pdf -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- 1 | This repository is licensed under the [CC-BY 3.0 license](https://creativecommons.org/licenses/by/3.0/legalcode). 2 | 3 | Please read the license for full terms, but the gist is: please **do** use, remix, and share anything you find in this repo, but you must credit us with attribution (a link to this repo is okay!). Thank you. 4 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/reading-suggestion.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: Reading suggestion(s) 3 | about: Suggest some content for us to read/watch/experience 4 | title: "[SUGGESTION(S)] You suggestion(s) here" 5 | labels: reading suggestion 6 | assignees: NatalieThurlby 7 | 8 | --- 9 | 10 | Thanks for making a suggestion! 11 | 12 | For each suggestion, please let us know: 13 | * The name of the content 14 | * The type of content (paper/blog/video, etc) 15 | * Is it a preprint? 16 | * Is it very long? If so, do you have a recommended section? 17 | * A link where it can be accessed 18 | * Any particular questions or points for discussion 19 | * Are you happy to be credited for providing this recommendation in our contributors section? 20 | -------------------------------------------------------------------------------- /agendas/19-11-20.md: -------------------------------------------------------------------------------- 1 | ## Agenda 19-11-20, 16:00-17:00 GMT 2 | 3 | We should talk about: 4 | - [Issue 5: Dates for meetings](https://github.com/very-good-science/data-ethics-club/issues/5) 5 | - [Issue 6: Should we set up a mailing list?](https://github.com/very-good-science/data-ethics-club/issues/6) 6 | - [Issue 7: What should the format of meetings be like?](https://github.com/very-good-science/data-ethics-club/issues/7) 7 | - [Issue 4: Recall who has contributed (not via GH) so far, and how to acknowledge material suggestions](https://github.com/very-good-science/data-ethics-club/issues/4) 8 | 9 | If we have time, maybe we will tackle some of the actions relating to these points too (e.g. setting up a mailing list or creating a document where people can find our upcoming meetings) 10 | 11 | --- 12 | Please edit these issues to add more talking points to them, and/or edit this document to link more issues that you'd like to talk about. 13 | -------------------------------------------------------------------------------- /agendas/13-01-2021.md: -------------------------------------------------------------------------------- 1 | ## Agenda 13-01-2021, 14:00 GMT 2 | 3 | Zoom link: https://zoom.us/j/91386559197 4 | 5 | Every meeting we try to tackle these points, and if possible get some of them done in the meeting: 6 | 7 | ### Actions to do by this meeting: 8 | For reference, these are the actions we want to do for next meeting: 9 | - [Issue 14: Deciding what to read](https://github.com/very-good-science/data-ethics-club/issues/14) - @NatalieThurlby and @ninadicara (Confirm all wrapped up) 10 | - [Issue 15: Code of Conduct](https://github.com/very-good-science/data-ethics-club/issues/15) - @ninadicara (Draft of CoC reading for first meeting) 11 | - Decide on discussion questions for first meeting @NatalieThurlby 12 | 13 | ### Talking points 14 | - Go over plan for the first meeting. 15 | - Mailing list reminder before first meeting. 16 | - Note how to add non-GitHub people with all-contributors. 17 | 18 | ### AOB 19 | Is there anything else we'd like to add? 20 | 21 | --- 22 | Please edit these issues to add more talking points to them, and/or edit this document to link more issues that you'd like to talk about. 23 | -------------------------------------------------------------------------------- /agendas/agenda_template.md: -------------------------------------------------------------------------------- 1 | ## Agenda [DATE DD-MM-YY], [MEETING TIME] GMT 2 | 3 | Zoom link: LINK 4 | 5 | Every meeting we try to tackle these points, and if possible get some of them done in the meeting: 6 | 7 | ### Actions to do by this meeting: 8 | For reference, these are the actions we want to do for next meeting: 9 | - [Issue NUMBER: DESCRIPTION](https://github.com/very-good-science/data-ethics-club/issues/NUMBER) - @github_username_1 (task description) 10 | - [Issue NUMBER: DESCRIPTION](https://github.com/very-good-science/data-ethics-club/issues/NUMBER) - @github_username_2 (task description) 11 | - [Issue NUMBER: DESCRIPTION](https://github.com/very-good-science/data-ethics-club/issues/NUMBER) - @github_username_1 (task description) and @github_username_2 (task description) 12 | - Small thing that really doesn't need it's own issue - @github_username_1 13 | 14 | ### Talking points 15 | - [Issue NUMBER: DESCRIPTION](https://github.com/very-good-science/data-ethics-club/issues/NUMBER) 16 | - [Issue NUMBER: DESCRIPTION](https://github.com/very-good-science/data-ethics-club/issues/NUMBER) 17 | - Check that we know our actions for next time, and who will set up the next meeting. 18 | 19 | ### AOB 20 | Is there anything else we'd like to add? 21 | 22 | --- 23 | Please edit these issues to add more talking points to them, and/or edit this document to link more issues that you'd like to talk about. -------------------------------------------------------------------------------- /MEETINGS.md: -------------------------------------------------------------------------------- 1 | # Meeting Dates 2 | 3 | Meetings are every two weeks on a **Wednesday** at 1pm. 4 | 5 | We will meet on Zoom - the link will be sent out on the [mailing list](http://eepurl.com/hjkmnX), and on the individual meeting pages that you can click to below. 6 | 7 | | Upcoming Meetings | Discussion Material | 8 | |--------------------------------------------------------|---------------------| 9 | | [20.01.2021, 1pm](meetings/2021/20-01-21_meeting.md) | [What is Data Ethics?](https://royalsocietypublishing.org/doi/10.1098/rsta.2016.0360)| 10 | | 03.02.2021, 1pm | [Ethics can't be a side hustle](https://deardesignstudent.com/ethics-cant-be-a-side-hustle-b9e78c090aee) | 11 | | 17.02.2021, 1pm | | 12 | | 03.03.2021, 1pm | | 13 | | 17.03.2021, 1pm | | 14 | | 31.03.2021, 1pm | | 15 | | 14.04.2021, 1pm | | 16 | | 28.04.2021, 1pm | | 17 | | 12.05.2021, 1pm | | 18 | 19 | You can also see a record of what we have discussed previously here: 20 | 21 | | Previous Meetings | 22 | |-------------------| 23 | | | 24 | -------------------------------------------------------------------------------- /agendas/26-11-20.md: -------------------------------------------------------------------------------- 1 | ## Agenda 26-11-20, 12:15-13:00 GMT 2 | 3 | Zoom link: https://zoom.us/j/99476599561 4 | 5 | Every meeting we try to tackle these points, and if possible get some of them done in the meeting: 6 | 7 | ### Actions to do by this meeting: 8 | - [Issue 4: Contributions](https://github.com/very-good-science/data-ethics-club/issues/4) - @ninadicara (add meaning of all-contributors guidelines to README, content=suggested content, etc) and @nataliethurlby (ask content-contributors if they'd like to be credited, and find their GitHub usernames) 9 | - [Issue 5: Dates (and advertising)](https://github.com/very-good-science/data-ethics-club/issues/5) - @ninadicara (create a markdown doc of dates) and @nataliethurlby (add next term's dates Data Ethics Club dates to the JGI comms list, share with Nina, and email Lily) 10 | - [Issue 6: MailingList (and advertising)](https://github.com/very-good-science/data-ethics-club/issues/6) - @ninadicara (set up a mailchimp) 11 | - [Issue 10: "upcoming meetings" template](https://github.com/very-good-science/data-ethics-club/issues/10) - @nataliethurlby 12 | - Create zoom links for the first semester of meetings and make Nina a cohost @nataliethurlby 13 | 14 | ### Talking points 15 | - [Issue 14: Decide first paper(s) to read](https://github.com/very-good-science/data-ethics-club/issues/14) 16 | - General game plan for getting advertising out for the December JGI newsletter 17 | - Check that we know our actions for our next organisers meeting, and who will set up the next meeting. 18 | 19 | ### AOB 20 | * Look: I made a template for the agendas! (@NatalieThurlby) 21 | 22 | --- 23 | Please edit these issues to add more talking points to them, and/or edit this document to link more issues that you'd like to talk about. 24 | -------------------------------------------------------------------------------- /meetings/meeting_template.md: -------------------------------------------------------------------------------- 1 | # Data Ethics Club meeting DD-MM-YY, [MEETING-TIME GMT](LINK-TO-TIMEDATE) 2 | 16 | ## Meeting info 17 | 18 | ### Quick links 19 | 20 | Zoom link: ZOOM-LINK 21 | 22 | Link to content: CONTENT-LINK 23 | 24 | ### Description 25 | You're welcome to join us for our next Data Ethics Club meeting on DAY the DATE at [TIME GMT](LINK-TO-TIMEDATE). You don't need to register, just pop in. This time we're going to watch/read [NAME OF CONTENT](LINK-TO-CONTENT) by AUTHOR(S), which is a VERY-SHORT-DESCRIPTION. 26 | 27 | Thank you to PERSON-WHO-SUGGESTED for suggesting this week's content, and to SESSION-LEADER, who'll be leading this week's meeting. 28 | 29 | ### Discussion points 30 | 31 | There will be time to talk about whatever we like, relating to the paper, but here are some specific questions to think about while you're reading. 32 | - DISCUSSION-POINT-ONE 33 | - DISCUSSION-POINT-TWO 34 | - DISCUSSION-POINT-THREE 35 | 36 | --- 37 | 38 | -------------------------------------------------------------------------------- /meetings/2021/jan/20-01-21_meeting.md: -------------------------------------------------------------------------------- 1 | ## Data Ethics Club meeting 20-01-21, [13:00-14:00 GMT](https://www.timeanddate.com/worldclock/fixedtime.html?msg=Data+Ethics+Club&iso=20210120T13&p1=%3A&ah=1) 2 | 12 | 13 | ### Quick links 14 | 15 | **Zoom link:** https://zoom.us/j/3487598280 16 | 17 | **Links to content:** 18 | - The executive summary (that we're reading): [UoB Sharepoint link](https://uob.sharepoint.com/:b:/t/grp-ethicaldatascience/EagL2FPRAatGu7gwbkgJE3gBFbhNsH5uaSeNM0_xqG4Bmw?e=8oftZD), [GitHub link](20-01-20_cdei_algorithmic_bias_summary.pdf) 19 | - And (for the brave) [the full (very long!) report](https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/939109/CDEI_review_into_bias_in_algorithmic_decision-making.pdf) 20 | 21 | ### Description 22 | You're welcome to join us for our next Data Ethics Club meeting on Wednesday the 20th January at [13:00-14:00 GMT](https://www.timeanddate.com/worldclock/fixedtime.html?msg=Data+Ethics+Club&iso=20210120T13&p1=%3A&ah=1). You don't need to register, just drop in. This time we're going to watch/read the [Executive Summary of the Review into bias in algorithmic decision making](20-01-20_cdei_algorithmic_bias_summary.pdf) by the Centre for Data Ethics and Innovation (CDEI), which is a recently published (end of November 2020) government report. 23 | 24 | Natalie suggested this week's content, and will be leading this week's meeting. 25 | 26 | ### Discussion points 27 | 28 | There will be time to talk about whatever we like (relating to the content), but here are some specific questions to think about while you're reading. 29 | - Were you surprised by any of the examples of algorithmic decision making currently in use? 30 | - Which of the CDEI's recommendations do you agree/disagree with? 31 | 32 | --- 33 | 45 | -------------------------------------------------------------------------------- /.all-contributorsrc: -------------------------------------------------------------------------------- 1 | { 2 | "files": [ 3 | "README.md" 4 | ], 5 | "imageSize": 100, 6 | "commit": false, 7 | "contributors": [ 8 | { 9 | "login": "NatalieThurlby", 10 | "name": "NatalieThurlby", 11 | "avatar_url": "https://avatars1.githubusercontent.com/u/17617308?v=4", 12 | "profile": "https://github.com/NatalieThurlby", 13 | "contributions": [ 14 | "eventOrganizing", 15 | "ideas", 16 | "design", 17 | "content" 18 | ] 19 | }, 20 | { 21 | "login": "ninadicara", 22 | "name": "Nina", 23 | "avatar_url": "https://avatars1.githubusercontent.com/u/44364127?v=4", 24 | "profile": "https://github.com/ninadicara", 25 | "contributions": [ 26 | "eventOrganizing", 27 | "ideas", 28 | "content", 29 | "infra" 30 | ] 31 | }, 32 | { 33 | "login": "mtwest2718", 34 | "name": "WestByNoreaster", 35 | "avatar_url": "https://avatars2.githubusercontent.com/u/8397376?v=4", 36 | "profile": "https://github.com/mtwest2718", 37 | "contributions": [ 38 | "content" 39 | ] 40 | }, 41 | { 42 | "login": "robertarbon", 43 | "name": "robertarbon", 44 | "avatar_url": "https://avatars0.githubusercontent.com/u/7603520?v=4", 45 | "profile": "https://github.com/RobertArbon", 46 | "contributions": [ 47 | "design", 48 | "content" 49 | ] 50 | }, 51 | { 52 | "login": "", 53 | "name": "Valentina Ragni", 54 | "avatar_url": "", 55 | "profile": "", 56 | "contributions": [ 57 | "content" 58 | ] 59 | }, 60 | { 61 | "login": "milliams", 62 | "name": "Matt Williams", 63 | "avatar_url": "https://avatars2.githubusercontent.com/u/61316?v=4", 64 | "profile": "http://milliams.com", 65 | "contributions": [ 66 | "content" 67 | ] 68 | }, 69 | { 70 | "login": "", 71 | "name": "Miranda Mowbray", 72 | "avatar_url": "", 73 | "profile": "http://www.bristol.ac.uk/engineering/people/miranda-j-mowbray/overview.html", 74 | "contributions": [ 75 | "content" 76 | ] 77 | }, 78 | { 79 | "login": "edwinrobots", 80 | "name": "Edwin Simpson", 81 | "avatar_url": "https://avatars1.githubusercontent.com/u/6043987?v=4", 82 | "profile": "https://www.informatik.tu-darmstadt.de/ukp/ukp_home/staff_ukp/index.en.jsp", 83 | "contributions": [ 84 | "content" 85 | ] 86 | } 87 | ], 88 | "contributorsPerLine": 7, 89 | "projectName": "data-ethics-club", 90 | "projectOwner": "very-good-science", 91 | "repoType": "github", 92 | "repoHost": "https://github.com", 93 | "skipCi": true 94 | } 95 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Data Ethics Club 2 | 3 | [![All Contributors](https://img.shields.io/badge/all_contributors-8-orange.svg?style=flat-square)](#contributors-) 4 | 5 |

6 | 7 |

8 | 9 | Welcome! Data Ethics Club is a discussion group/"journal" club about doing data science ethically. "Journal" because we will also read blog posts, (parts of) books, or watch videos. The organisers are based in Bristol, but the club is open to all. To [stay in the loop](#stay-in-the-loop), please join our [mailing list](http://eepurl.com/hjkmnX). You can see the dates of our upcoming meetings [here](./MEETINGS.md). 10 | 11 | While you're here, you may also want to: 12 | * enjoy our [reading list](#reading-list). 13 | * [suggest reading materials](#how-to-make-suggestions). 14 | * [get involved in organising](#get-involved). 15 | 16 | ## Stay in the loop 17 | 18 | The main way to keep informed about [upcoming meetings](./MEETINGS.md) is to join our [mailing list](http://eepurl.com/hjkmnX): 19 | 20 | > :information_source: Mailing list 21 | > ---- 22 | > Our first meeting will be on **Wednesday 20th January 2021, 1pm-2pm GMT**. 23 | > 24 | > Please sign up to our :sparkles: :arrow_right: [**Data Ethics Club Mailing List**](http://eepurl.com/hjkmnX) :arrow_left: :sparkles: to keep up to date! 25 | 26 | We also advertise meetings: 27 | - Through the [Jean Golding Institute mailing list](https://www.bristol.ac.uk/golding/join-our-mailing-list/) - where you can also hear about other Data Science Events. 28 | - By putting the dates [right here in this repository](./MEETINGS.md). 29 | - I'll [tweet about it at #DataEthicsClub](https://twitter.com/hashtag/DataEthicsClub?src=hashtag_click). 30 | 31 | ## Get Involved 32 | If you're interested in joining us in organising, please [email us](mailto:grp-ethicaldatascience@groups.bristol.ac.uk) or ping us a message on [our favourite data science Discord](bit.ly/data-discord)- you don't need to be in Bristol. 33 | 34 | ### Organisers 35 | You can also contact us separately: 36 | - Nina Di Cara - [twitter](twitter.com/ninadicara), [email](mailto:nina.dicara@bristol.ac.uk) 37 | - Natalie Thurlby - [twitter](twitter.com/stataliet), [email](mailto:natalie.thurlby@bristol.ac.uk) 38 | 39 | ## How to make suggestions 40 | If you'd like to make a suggestion for what to read, please do whatever you'd prefer: 41 | * [make an issue](https://github.com/very-good-science/ethical-data-science-journal-club/issues/new/choose) - use the reading suggestion(s) template. 42 | * [email us](mailto:grp-ethicaldatascience@groups.bristol.ac.uk) 43 | * edit this README and make a Pull Request (PR) 44 | 45 | ## Reading list 46 | 47 | ### Suggestions for reading: 48 | * [Towards Decolonising Computional Science](https://arxiv.org/abs/2009.14258) - suggested by [@nataliethurlby](https://github.com/NatalieThurlby) 49 | * [Google's AI principles](https://blog.google/technology/ai/ai-principles/) - suggested by [@milliams](http://milliams.com) 50 | * [Ethical principles in machine learning and artificial intelligence: cases from the field and possible ways forward](https://www.nature.com/articles/s41599-020-0501-9) 51 | * [Introduction to Research Ethics](https://the-turing-way.netlify.app/ethical-research/ethics-intro.html) - suggested by [@leriomaggio](https://github.com/leriomaggio) 52 | * [The Tyranny of Structurelessness](https://www.jofreeman.com/joreen/tyranny.htm) 53 | * [Design Justice: Towards an Intersectional Feminist Framework for Design Theory and Practice](https://designjustice.org/s/SSRN-id3189696.pdf) 54 | * [A toolkit for centering racial equity throughout data integration](https://www.aecf.org/resources/a-toolkit-for-centering-racial-equity-within-data-integration/)1 55 | * [Measuring the predictability of life outcomes with a scientific mass collaboration](https://www.pnas.org/content/117/15/8398) - [#3](../../issues/3) - suggested by [@ninadicara](https://github.com/ninadicara) 56 | * [Hacking the cis-tem](https://ieeexplore.ieee.org/document/8634814) 57 | * [A feature not a bug](http://www.technologystories.org/a-feature-not-a-bug/) 58 | * [What is Data Ethics?](https://royalsocietypublishing.org/doi/10.1098/rsta.2016.0360)1 59 | * [Algorithmic Injustices: Towards a relational ethics](https://arxiv.org/abs/1912.07376) - suggested by [@mtwest2718](https://github.com/mtwest2718) 60 | * [The Financial Modelers Manifesto](https://www.uio.no/studier/emner/sv/oekonomi/ECON4135/h09/undervisningsmateriale/FinancialModelersManifesto.pdf) - [#2](../../issues/2) - suggested by [@ninadicara](https://github.com/ninadicara) 61 | * [The Missing Datasets Project](https://github.com/MimiOnuoha/missing-datasets) - [#1](../../issues/1) - suggested by [@ninadicara](https://github.com/ninadicara) 62 | * [Social Biases in NLP Models as Barriers for Persons with Disabilities](https://arxiv.org/pdf/2005.00813.pdf) 63 | * [Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings](https://arxiv.org/pdf/1607.06520.pdf) - suggested by [@leriomaggio](https://github.com/leriomaggio) 64 | * [Gender Bias and Sexism in Language](https://oxfordre.com/communication/view/10.1093/acrefore/9780190228613.001.0001/acrefore-9780190228613-e-470#acrefore-9780190228613-e-470-bibItem-0028) - suggested by [@leriomaggio](https://github.com/leriomaggio) 65 | * [Collectors, Allies, and Nightlights, Oh My](https://www.wpcjournal.com/article/view/20275) 66 | * [Why Open Source misses the point of Free Software](https://www.gnu.org/philosophy/open-source-misses-the-point.en.html) 67 | * [Which programming languages use the least electricity?](https://thenewstack.io/which-programming-languages-use-the-least-electricity/) 68 | * [Machine decisions and human consequences](https://arxiv.org/abs/1811.06747) 69 | * [Privacy is power](https://www.politico.eu/article/privacy-is-power-opinion-data-gdpr/) 70 | * [Bropenscience is Broken Science](https://thepsychologist.bps.org.uk/volume-33/november-2020/bropenscience-broken-science) - suggested by [@nataliethurlby](https://github.com/NatalieThurlby) 71 | * [Paths to Social License for Tracking-data Analytics](https://psyarxiv.com/9nye8/) 72 | * [Ethics can't be a side hustle](https://deardesignstudent.com/ethics-cant-be-a-side-hustle-b9e78c090aee) 73 | * [A manifesto for team science](https://psyarxiv.com/2mdxh/) 74 | * [Algorithms Of Opression](https://safiyaunoble.com/research-writing/)1 - suggested by [@mtwest2718](https://github.com/mtwest2718) 75 | * Suggested excerpt: [Social Inequality Will Not Be Solved By An App](https://www.wired.com/story/social-inequality-will-not-be-solved-by-an-app/) 76 | * [Reflections on trusting trust](http://users.ece.cmu.edu/~ganger/712.fall02/papers/p761-thompson.pdf) 77 | * [Why data is never raw](https://www.thenewatlantis.com/publications/why-data-is-never-raw) 78 | * [Ethical data science](https://arxiv.org/pdf/1411.1373.pdf)1 79 | * [Fairness and utilization in allocating resources with uncertain demand](https://dl.acm.org/doi/abs/10.1145/3351095.3372847) - suggested by [@edwinrobots](https://www.informatik.tu-darmstadt.de/ukp/ukp_home/staff_ukp/index.en.jsp) 80 | * [What does it mean to 'solve' the problem of discrimination in hiring?](https://dl.acm.org/doi/abs/10.1145/3351095.3372849) - suggested by [@edwinrobots](https://www.informatik.tu-darmstadt.de/ukp/ukp_home/staff_ukp/index.en.jsp) 81 | * [Automating Inequality](https://virginia-eubanks.com/)1 - suggested by Valentina Ragni 82 | * [A hippocratic oath for data science](https://virginia-eubanks.com/2018/02/21/a-hippocratic-oath-for-data-science/) 83 | * [We created poverty, algorithms won't make that go away](https://www.theguardian.com/commentisfree/2018/may/13/we-created-poverty-algorithms-wont-make-that-go-away) 84 | * [Algorithms designed to fight poverty can actually make it worse](https://www.scientificamerican.com/article/algorithms-designed-to-fight-poverty-can-actually-make-it-worse/) 85 | 86 | 87 | ### Suggestions for viewing/listening/experiencing 88 | * [Critical perspectives on computer vision](https://slideslive.com/38923500/critical-perspectives-on-computer-vision) 89 | * [Data Feminism Book Club](https://datafeminism.io/blog/book/data-feminism-reading-group/)1 90 | * Chapter 7: "Show your work" 91 | * The description of "co-liberatory" projects in chapter 5: "Unicorns, janitors, ninjas, wizards and rock stars" 92 | * [AI, Ain’t I a Woman?](https://www.youtube.com/watch?v=HZxV9w2o0FM) - poem2 93 | * [How normal am I?](https://www.hownormalami.eu/) - interactive 94 | 95 | 96 | --- 97 | - [1]: A longer piece of work, we'd need to choose a chapter or section. 98 | - [2]: A shorter piece of work, perhaps to combine with something else 99 | 100 | ## Contributors ✨ 101 | 102 | Thanks goes to these wonderful people ([emoji key](#emoji-key)): 103 | 104 | 105 | 106 | 107 | 108 | 109 | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | 120 |

NatalieThurlby
📋 🤔 🎨 🖋
Nina
📋 🤔 🖋 🚇
WestByNoreaster
🖋
robertarbon
🎨 🖋
Valentina Ragni
🖋
Matt Williams
🖋
Miranda Mowbray
🖋

Edwin Simpson
🖋
121 | 122 | 123 | 124 | 125 | 126 | --- 127 | #### Emoji Key 128 | This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification, with some small tweaks to fit our purposes! We use... 129 | + 🖋 for submitting suggestions to the "reading" list (suggestions can be any medium!) 130 | + 💬 for leading the discussion in a meeting 131 | + 📋 for organising 132 | + 🤔 for ideas and planning of the group 133 | + 🎨 for visual design (e.g. logo) 134 | + 🚇 for infrastructure (e.g. bots, CI) 135 | --------------------------------------------------------------------------------