Videos:  add in timestamps

### What We Are Doing: Adding Timestamps to Videos
Adding timestamps to the description section of the videos on [Data Umbrella YouTube channel](https://www.youtube.com/c/DataUmbrella). 

### Why We Are Adding Timestamps
When timestamps are available:  
1. It makes it easy for viewers to get to the part in the video they are interested in.  
2. It also helps potential viewers find the video based on their search terms.

Your helpful contribution is greatly appreciated!!

### Instructions
1.  Pick a video and indicate below the "Event #" and "Video Name" you will work on.  If you pick a video to work on,  please add a comment below, so two people are not working on the same video (avoid duplicating work).  
1.  Watch the video and make a list of descriptive timestamps.
1.  To submit your timestamps, there are two options:
     - Open a new issue. Label the issue with the video speaker and title.  Add in the timestamps and notes (Markdown `txt` format) 
     - Create a pull request with the timestamps in the file indicated to add the timestamps.
     - This is the format needed for timestamps. Any other format will require us to do extra work so we can copy and paste it into the YouTube video description.
```
00:00 Introduction
10:00 example
12:23 example
``` 
1. Below is a list of videos that need timestamps. The video descriptions can be checked to see if the timestamps are there or not:  https://www.youtube.com/c/DataUmbrella

### Extra
1.  *Please* pick *one* video at a time.  
1.  After you pick a video, please share the timestamps within two weeks, or sooner.  Thank you. 

### Examples
- [Linked Lists event](https://github.com/data-umbrella/event-transcripts/blob/main/misc/48_clair_linked_lists.md)
- [Probabilistic Programming with PyMC](https://github.com/data-umbrella/event-transcripts/blob/main/misc/41_austin_pymc.md)
- [FastAPI](https://github.com/data-umbrella/event-transcripts/blob/main/2022/60-abdulazeez-fastapi.md)

### Example PR Description
Example PR: https://github.com/data-umbrella/event-transcripts/pull/143
```text
Added timestamps for [topic x]

Towards #92
Closes #xxx [replace xxx with related issue, if there is one]
```
--- 


### List of Videos that need timestamps

- [ ] 117 [PREreview](https://youtu.be/MJn06FW32Is) -- [2026/117-daniela-prereview.md](https://github.com/data-umbrella/event-transcripts/blob/main/2026/117-daniela-prereview.md) (@ volunteer) 

---

#### [List of completed timestamps](https://github.com/data-umbrella/event-transcripts/blob/main/completed_timestamps.md)

- [x] 118 [Dataverse](https://youtu.be/AUboDTH_qSo) -- [2026/118-dataverse.md](https://github.com/data-umbrella/event-transcripts/blob/main/2026/118-dataverse.md) (@samvmdev) 
- [x] 116 [Internet Archive](https://youtu.be/6Bc8h-A9AjQ) -- [2026/116-pablo-internet-archive.md](https://github.com/data-umbrella/event-transcripts/blob/main/2026/116-pablo-internet-archive.md) (@samvmdev)
- [x] 115 [Geospatial](https://youtu.be/QW4XsceFxv4) -- [2025/115-laya-forest.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/115-laya-forest.md) (@samvmdev) 
- [x] 114 [PyMC](https://youtu.be/jrU0UBr2z3k) -- [2025/114-chris-pymc-tutorial.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/114-chris-pymc-tutorial.md) (@reshamas)
- [x] 113 [NumPy docs](https://youtu.be/wZmTzfhiu34) -- [2025/113-mukulika-numpy.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/113-mukulika-numpy.md) (@samvmdev) 
- [x] 112 [Evaluation](https://youtu.be/DM7f4nz6uAs) --- [2025/112-liz-evaluation.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/112-liz-evaluation.md) (@BerylKanali) 
- [x] 111 [Git Graph](https://youtu.be/VJetLZdDu_8) --- [2025/111-randal-git-graph.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/111-randal-git-graph.md) (@samvmdev)
- [x] 110b [Zenodo](https://youtu.be/-miwX7EsaQI) --- [2025/110-esther-zenodo.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/110-esther-zenodo.md) (@BerylKanali)  
- [x] 110a [Zenodo](https://youtu.be/eChOfh8t04k) --- [2025/110-esther-zenodo.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/110-esther-zenodo.md) (@BerylKanali) 
- [x] 109 [JupyterLab extensions](https://youtu.be/ERbe2yfXmFY) | [2025/109-roy-jupyter.md](https://github.com/data-umbrella/event-transcripts/blob/main/2025/109-roy-jupyter.md) (@invisibleroads)
- [x] 108 [Git](https://youtu.be/edCiPBn_dj8) | [2024/108-sam-git.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/108-sam-git.md) (@reshamas )
- [x] 107 [Polars, Narwhals](https://youtu.be/kPtUPe5Egak) | [2024/107-marco-polars.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/107-marco-polars.md) (@reshamas)
- [x] 106 [RAGged AI](https://youtu.be/_fJFuL2pLvw) --- [2024/106-pablo-rag.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/106-pablo-rag.md) (@BerylKanali) 
- [x] 105 [polars for data analysis](https://youtu.be/5V_MvnwTVwc) | [2024/105-kimberly-polars.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/105-kimberly-polars.md) (@reshamas)
- [x] 104 [data science teams](https://youtu.be/zIx6ueR2Zx4) | [2024/104-clair-ds-teams.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/104-clair-ds-teams.md) (@kljohnson4good)
- [x] 103 [knowledge graphs](https://youtu.be/viDbhwmZSew) | [2024/103-knowledge-graphs.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/103-knowledge-graphs.md) (@reshamas)
- [x] 102 [energy](https://youtu.be/GYTqUZA0PPk) | [2024/102-cutler-energy.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/102-cutler-energy.md)  (@samvmdev)
- [x] 101 [Tiki](https://youtu.be/Jz0rXFnY05U) --- [2024/101-marc-tiki.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/101-marc-tiki.md) (@PayamPa)
- [x] 100 [Ethics in DS/AI](https://youtu.be/kfl_vaBYLzc) --- [2024/100-cecilia-ethical-datascience.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/100-cecilia-ethical-datascience.md) (@samvmdev)
- [x] 99 [gemini](https://youtu.be/bNIyGH91q_8) | [2024/099-anna-gemini.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/099-anna-gemini.md) (@suemnjeri)
- [x] 98 [bash scripting](https://youtu.be/1pQ527fGhVQ) | [2024/098-rebecca-bash-scripting.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/098-rebecca-bash-scripting.md) (@samvmdev)
- [x] 97 [OS History](https://youtu.be/LLciYo3rqTQ) | [2024/097-juan-open-source-history.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/097-juan-open-source-history.md) (@reshamas) 
- [x] 96 [Penpot](https://youtu.be/hLHIXrjP9pw) | [2024/096-pablo-penpot.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/096-pablo-penpot.md) (@BerylKanali) 
- [x] 95 [ML Security](https://youtu.be/MEFRie7hmpM) | [2024/095-joseph-ml-security.md](https://github.com/data-umbrella/event-transcripts/blob/main/2024/095-joseph-ml-security.md)  (@samvmdev)
- [x] 94 [Linux](https://youtu.be/mWadao1brts) | [2023/94-nicholas-linux.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/94-nicholas-linux.md) (@Virgo-Alpha)
- [x] 93 [Model Risk](https://youtu.be/fx34LLGh2lI) | [2023/93-alejandro-model-risk.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/93-alejandro-model-risk.md) (@reshamas)
- [x] 92 [Figma](https://youtu.be/cLRvvhK6LoM) | [2023/92-ilia-figma.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/92-ilia-figma.md)  (@samvmdev)
- [x] 91 [OS in Australia](https://youtu.be/UmkdhT1AR2Q) | [2023/91-sae-opensource.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/91-sae-opensource.md) (@samvmdev) 
- [x] 90 [OpenRefine](https://youtu.be/e9fB8NQV6Nc) | [2023/90-martin-openrefine.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/90-martin-openrefine.md) (@reshamas)
- [x] 89c [Debugging, VSC Part 3](https://youtu.be/Kgb7FMEg9uY) | [2023/89-juanluis-debugging.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/89-juanluis-debugging.md)  (@samvmdev)
- [x] 89b [Debugging, Jupyter Part 2](https://youtu.be/1b9fq7-xesI) | [2023/89-juanluis-debugging.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/89-juanluis-debugging.md) (@reshamas) 
- [x] 89a [Debugging, Part 1](https://youtu.be/3qNgX3QtmuE) | [2023/89-juanluis-debugging.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/89-juanluis-debugging.md)  (@samvmdev)
- [x] 88 [Info Security](https://youtu.be/4m1jVQdUTQo) --- [2023/88-zoe-infosec.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/88-zoe-infosec.md) (@BerylKanali)
- [x] 87 [Blockchain](https://youtu.be/WmPZluXV_wg) --- [2023/87-fabian-blockchain.md](https://github.com/data-umbrella/event-transcripts/blob/main/2023/87-fabian-blockchain.md) (@samvmdev) 




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Videos: add in timestamps #92

What We Are Doing: Adding Timestamps to Videos

Why We Are Adding Timestamps

Instructions

Extra

Examples

Example PR Description

List of Videos that need timestamps

List of completed timestamps

Metadata

Assignees

Labels

Type

Fields

Projects

Milestone

Relationships

Development

Uh oh!

Uh oh!

Videos: add in timestamps #92

Description

What We Are Doing: Adding Timestamps to Videos

Why We Are Adding Timestamps

Instructions

Extra

Examples

Example PR Description

List of Videos that need timestamps

List of completed timestamps

Metadata

Metadata

Assignees

Labels

Type

Fields

Projects

Milestone

Relationships

Development

Issue actions