# Data Dojo Würzburg 32

## DataDojo@Lunch - live

## January 2025
- **When:** Wednesday, **January 22^nd**, 2025 at 11:00am until 12:30pm (90 minutes)
- **Where:** [CCTB](https://www.google.de/maps/place/Center+for+Computational+and+Theoretical+Biology+(CCTB),+University+of+W%C3%BCrzburg/@49.7850742,9.9723819,19z/data=!3m1!4b1!4m5!3m4!1s0x47a28fc802e5e8d9:0x6b62d2cbd2e6f094!8m2!3d49.7851122!4d9.9730135) or online (CCTB Seminar Zoom Link)
- **Info:** [DataDojo Website](https://ddojo.github.io/), [Repo](https://github.com/ddojo/ddojo.github.io)

## Dataset

- TBD - maybe [Zombie Apocalypse](https://www.kaggle.com/datasets/kingabzpro/zombies-apocalypse) part II

### Potential questions

- which supplies are associated with becoming a zombie?
- can we build a model to predict zombie status?

### Further ideas

- [example analysis](https://www.kaggle.com/code/kingabzpro/zombie-apocalypse)

## Collaborative Tools and Workflow

For Notebooks (R, python, julia, js, ...) with real time collaboration [CoCalc](https://cocalc.com) seems to be the best option right now. It worked great the last couple of times so we'll stick to it for now. You need to register an account there (it is free).

## Future Suggestions
> Add your suggestions to the list and :+1: to the end of a line you are interested in
- [Tinder Data Analysis](https://tinderinsights.com/) with real data from participants

### Concrete suggestions
- Build a citation and/or collaboration network for the CCTB using the [OpenAlex API](https://openalex.org/works?sort=cited_by_count%3Adesc&column=display_name,publication_year,type,open_access.is_oa,cited_by_count&page=1&filter=authorships.author.id%3AA5032426291&show_api=true). See also: [openAlexR](https://docs.ropensci.org/openalexR/)

### Data Sets
- [DFG Chancengleichheits-Monitoring](https://www.dfg.de/de/grundlagen-rahmenbedingungen/grundlagen-und-prinzipien-der-foerderung/chancengleichheit/allg-informationen/chancengleichheits-monitoring)
- [Würzburg Baumkataster](https://opendata.bayern/datasets/baumkataster_stadt_wuerzburg-wuerzburg), [Würzburger Klimabäume](https://opendata.bayern/datasets/sls-klimabaeume-wuerzburg)
- [National Registry of Exonerations](https://www.law.umich.edu/special/exoneration/Pages/about.aspx)
- [Bee Varroa Image Classification](https://zenodo.org/record/4085044) :bee:
- [Wordbank](https://wordbank.stanford.edu/) - data of children learning to talk
- [All Birds](https://onlinelibrary.wiley.com/doi/full/10.1111/ele.13898) :bird:
- Results of the [Bundestagswahl 2021](https://www.bundeswahlleiter.de/bundestagswahlen/2021/ergebnisse/opendata.html)
- Weather data throughout Germany over time (incl. temperature, precipitation, ...): https://www.dwd.de/DE/leistungen/cdc_portal/cdc_portal.html
- German [Mikrozensus](https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bevoelkerung/Haushalte-Familien/Methoden/mikrozensus.html)
- Kaggle [Titanic](https://www.kaggle.com/c/titanic) or [Tabular Playground](https://www.kaggle.com/competitions?hostSegmentIdFilter=8) or [Meta Kaggle](https://www.kaggle.com/kaggle/meta-kaggle)
- World Trade Data ([Open Trade Statistics](https://tradestatistics.io))
- [Open Citation Data](http://opencitations.net/download#coci)
- [Top 100 charts + Audio Features](https://github.com/rfordatascience/tidytuesday/blob/master/data/2021/2021-09-14/readme.md)
- [Emoji Usage :hugging_face::heart::laughing:](https://observablehq.com/@jenniferdaniel/unicode-emoji-mirror)
- [Pokemon Statistics](https://marimo.io/@public/pokemon-statistics)
- [Observable Curated Datasets](https://observablehq.com/@observablehq/curated-datasets)
- [Abgeordnetenwatch](https://www.abgeordnetenwatch.de/api) - Data on German elected officials in EU-Parlament, Bundes- and Landtag (Election History, Ausschusszugehörigkeit, Side jobs, etc)
- [Button Men Game Results](http://buttonweavers.com/ui/history.html)
- Extract structured data from pdfs (Example: population statistics in Leinach from [Gemeindeblatt](https://www.leinach.de/aktuelles/gemeindeblatt))
- [DSA Transparency Database](https://transparency.dsa.ec.europa.eu/daily-archives/) - daily archives of statements of reasons for take downs from social media
- [Dürremonitor Deutschland](https://www.ufz.de/index.php?de=37937)

### Data Sources
> all data types are welcome, including tables, images, videos, sounds, DNA, ...

- R packages, e.g. [tidyverse](https://tidyverse.r-universe.dev/datasets), [r-forge](https://r-forge.r-universe.dev/datasets), [ropensci](https://ropensci.r-universe.dev/datasets), [hadley](https://hadley.r-universe.dev/datasets), [table of tables](https://r-universe.dev/datasets)
- [UN Comtrade](https://uncomtrade.org/), world trade data, can be accessed through the [comtradr R package](https://docs.ropensci.org/comtradr/)
- [Frag den Staat API](https://fragdenstaat.de/api/)
- [Polizeiliche Kriminalstatistik (PKS)](https://www.bka.de/DE/AktuelleInformationen/StatistikenLagebilder/PolizeilicheKriminalstatistik/pks_node.html)
- [OpenData Bayern](https://opendata.bayern)
- [TidyTuesday](https://github.com/rfordatascience/tidytuesday)
- [Our World in Data](https://ourworldindata.org/) (R package: [owidR](https://github.com/piersyork/owidR)), [Sustainable Development Goals](https://sdg-tracker.org/)
- Open Data Initiatives ([Würzburg](https://opendata.wuerzburg.de/), [Germany](https://www.govdata.de/), [Statistisches Bundesamt](https://www.destatis.de/), [Europe](https://data.europa.eu/en), [APIs](https://bund.dev/))
- [Data is plural](https://docs.google.com/spreadsheets/d/1wZhPLMCHKJvwOkP4juclhjFgqIY8fQFMemwKL2c64vk/htmlview#)
- [Awesome Public Datasets](https://github.com/awesomedata/awesome-public-datasets)
- [Kaggle Datasets](https://www.kaggle.com/datasets) or [Competitions](https://kaggle.com/competitions), e.g. [SLICED](https://www.kaggle.com/search?q=Sliced+in%3Acompetitions)
- [tsibbledata](https://tsibbledata.tidyverts.org/reference/index.html): Time Series Datasets
- [R-text-data](https://github.com/EmilHvitfeldt/R-text-data): Text Datasets, ready to use in R
- [data.world](https://data.world/)
- [Statista](https://de.statista.com/) - the University of Würzburg has a campus license
- [Open Legal Data](https://de.openlegaldata.io/)
- [Bundestag Data](https://github.com/bundestag) (e.g. poll results, deputies, wahl-o-mat, [inspirational blog post](https://jollydata.blog/posts/2021-03-14-bundestag-part-iii/))
- [Deutsche Digitale Bibliothek](https://www.deutsche-digitale-bibliothek.de/newspaper) ([API](https://labs.deutsche-digitale-bibliothek.de/app/ddbapi/), old newspapers from Germany)
- [Earth Observation: Satellite Image Time Series](https://e-sensing.github.io/sitsbook)
- [Machine Learning Datasets](https://paperswithcode.com/datasets)
- Internation (Student) Assessment Data ([TIMSS, PIRLS, PISA, ...](https://pirls.bc.edu/databases-landing.html))
- [(Medical) Imaging Datasets](https://radiopaedia.org/articles/imaging-data-sets-artificial-intelligence), [MedMNIST](https://medmnist.com/)
- [Inspirational Notebooks on Observable](https://observablehq.com/@tomlarkworthy/notebooks2021)
- [Ski resort statistics](https://ski-resort-stats.com/) :skier:

## Cross Links
- [previous pad](https://ddojo.github.io/pad_archive/31_datadojo)
- [next pad](https://ddojo.github.io/pad_archive/33_datadojo)