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Hey there, welcome to Data Monarch.

If you’re here to get better at Excel, SPSS, or data analysis in general, you’re in the right place! Whether you’re just starting out or want to pick up some new skills, I’m here to help you out.
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linktr.ee/DataMonarch
Or maryawokoya5@gmail.com
Or LinkedIn : www.linkedin.com/in/mary-awokoya


Kindly reach out for your Data Analysis Support.....WhatsApp DM @ 090....79...38..40..65.

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On this channel, I’ll guide you through everything from the basics – like formulas and charts in Excel – to more advanced stuff in SPSS. I’ll keep things simple and easy to follow, so you don’t feel overwhelmed.
Whether you’re a student, a professional, or just curious about data, I hope my videos can help you feel more confident in using these tools.

Make sure to subscribe, and let’s learn and grow together!

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Unable to parse item

Invidious encountered an error while trying to parse this item. For more information see below:

Show technical details 
Title: `Missing hash key: "metadataRows" (KeyError)`
Date: `2026-08-31T21:23:20Z`
Route: `/channel/UCM2bR9bettcCWUb1IWngVdQ/streams`
Version: `2026.08.29-9fa196b @ master`

<details>
<summary>Backtrace</summary>
<p>
   
```
Missing hash key: "metadataRows" (KeyError)
  from /usr/share/crystal/src/hash.cr:1202:9 in '??'
  from /usr/share/crystal/src/json/any.cr:149:5 in 'process'
  from src/invidious/yt_backend/extractors.cr:524:17 in 'process'
  from src/invidious/yt_backend/extractors.cr:1162:17 in 'parse_item'
  from src/invidious/yt_backend/extractors.cr:1209:14 in 'extract_items'
  from src/invidious/channels/videos.cr:73:12 in 'get_60_livestreams:continuation:sort_by'
  from src/invidious/routes/channels.cr:127:34 in 'streams'
  from lib/kemal/src/kemal/route.cr:13:9 in '->'
  from src/invidious/helpers/handlers.cr:31:37 in 'call'
  from lib/kemal/src/kemal/filter_handler.cr:22:7 in 'call'
  from /usr/share/crystal/src/http/server/handler.cr:30:7 in 'call'
  from /usr/share/crystal/src/http/server/handler.cr:30:7 in 'call'
  from /usr/share/crystal/src/http/server/request_processor.cr:58:11 in 'handle_client'
  from /usr/share/crystal/src/fiber.cr:168:11 in 'run'
  from ???
```
</p>
</details>