Steven P. Sanderson II, MPH
@spsanderson.com
New Book: https://packt.link/oTyZJ
Site: https://www.spsanderson.com
Blog: https://www.spsanderson.com/steveondata
R - install.packages("healthyverse")
opinions are mine
Advisor to DoTadda
https://github.com/spsanderson
Site: https://www.spsanderson.com
Blog: https://www.spsanderson.com/steveondata
R - install.packages("healthyverse")
opinions are mine
Advisor to DoTadda
https://github.com/spsanderson
Pinned
#RandomWaker has been updated to stable 1.0.0 and out to #CRAN
Post: www.spsanderson.com/steveondata/...
Post: www.spsanderson.com/steveondata/...
Reposted by Steven P. Sanderson II, MPH
this is the prototype of what I'm working on running on my mac (client) and on my Linux pc (server): seemless pair programming using upterm for shared sessions with automatic dev env setup using nix! Real-time collaboration will be the next milestone before public β testing
November 22, 2025 at 11:27 AM
this is the prototype of what I'm working on running on my mac (client) and on my Linux pc (server): seemless pair programming using upterm for shared sessions with automatic dev env setup using nix! Real-time collaboration will be the next milestone before public β testing
![> how many readmits are there by payer group. Show the payer group and the readmit c
ount. Make sure the readmit_flag = 1
Processing...
2025-11-26 17:11:10,926 - __main__ - INFO - Processing query: how many readmits are there by payer group. Show the payer group and the readmit count. Make sure the readmit_flag = 1
Batches: 100%|███████████████████████████████████████| 1/1 [00:00<00:00, 65.57it/s]
2025-11-26 17:11:10,947 - src.core.orchestrator - INFO - Generation attempt 1/3
2025-11-26 17:11:13,865 - src.core.orchestrator - INFO - Generated SQL: SELECT payer_grouping, COUNT(*) AS readmits
FROM healthyR_data
WHERE readmit_flag = 1
GROUP BY payer_grouping;
--- Result ---
Row Count: 12
Columns: ['payer_grouping', 'readmits']
Rows:
{'payer_grouping': 'Blue Cross', 'readmits': 796}
{'payer_grouping': 'Commercial', 'readmits': 241}
{'payer_grouping': 'Compensation', 'readmits': 41}
{'payer_grouping': 'Exchange Plans', 'readmits': 80}
{'payer_grouping': 'HMO', 'readmits': 566}
{'payer_grouping': 'Medicaid', 'readmits': 715}
{'payer_grouping': 'Medicaid HMO', 'readmits': 1934}
{'payer_grouping': 'Medicare A', 'readmits': 8007}
{'payer_grouping': 'Medicare B', 'readmits': 29}
{'payer_grouping': 'Medicare HMO', 'readmits': 1872}
{'payer_grouping': 'No Fault', 'readmits': 61}
{'payer_grouping': 'Self Pay', 'readmits': 91}
Generated SQL: SELECT payer_grouping, COUNT(*) AS readmits
FROM healthyR_data
WHERE readmit_flag = 1
GROUP BY payer_grouping;
Steps:
- retrieval: 0.02s
- generation_try_1: 2.92s
- execution: 0.05s](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:hunk67dgqhrvjuuzh23cchs7/bafkreif4oaop2emyulk3wdhqvl434erpabuwuxruec2wgpcg57ujtzmtvq@jpeg)
November 26, 2025 at 10:13 PM
Reposted by Steven P. Sanderson II, MPH
Reposted by Steven P. Sanderson II, MPH
anyone have experience with developing / founding community development banks / trust focused on density & development?
November 23, 2025 at 3:36 PM
anyone have experience with developing / founding community development banks / trust focused on density & development?
Here I am using my #RandomWalker #RStats package to graph possible animal foraging paths. Many things can be done with some imagination :)
Reference Link: www.spsanderson.com/RandomWalker...
Reference Link: www.spsanderson.com/RandomWalker...
November 21, 2025 at 1:12 PM
Here I am using my #RandomWalker #RStats package to graph possible animal foraging paths. Many things can be done with some imagination :)
Reference Link: www.spsanderson.com/RandomWalker...
Reference Link: www.spsanderson.com/RandomWalker...
Just got this in the mail a dat or two ago, thanks Sam!
November 21, 2025 at 12:33 PM
Just got this in the mail a dat or two ago, thanks Sam!
The Wages of Destruction by Adam Tooze. I have the print edition at home as well which i bought many years ago. Listening to it this time for a refresh as it seems to be an apropos time.
November 19, 2025 at 7:11 PM
The Wages of Destruction by Adam Tooze. I have the print edition at home as well which i bought many years ago. Listening to it this time for a refresh as it seems to be an apropos time.
Got some documentation vignettes going up. Starting with #RandomWalker
Home Wiki: www.spsanderson.com/RandomWalker...
#RStats #R #Random
Home Wiki: www.spsanderson.com/RandomWalker...
#RStats #R #Random
RandomWalker Wiki - Home
www.spsanderson.com
November 18, 2025 at 4:32 PM
Got some documentation vignettes going up. Starting with #RandomWalker
Home Wiki: www.spsanderson.com/RandomWalker...
#RStats #R #Random
Home Wiki: www.spsanderson.com/RandomWalker...
#RStats #R #Random
Reposted by Steven P. Sanderson II, MPH
NEW: Epstein survivors release the most powerful PSA I have ever seen.
Make this go viral so every member of the House of Representatives sees it.
Make this go viral so every member of the House of Representatives sees it.
November 16, 2025 at 11:43 PM
NEW: Epstein survivors release the most powerful PSA I have ever seen.
Make this go viral so every member of the House of Representatives sees it.
Make this go viral so every member of the House of Representatives sees it.
Reposted by Steven P. Sanderson II, MPH
Learning algorithms can feel tough.
Honestly, it’s one of the best resource I’ve found.
The right visuals make everything click faster.
Tons of algorithms, all shown step by step.
Try here: algorithm-visualizer.org
♻ Repost if you found this useful.
Honestly, it’s one of the best resource I’ve found.
The right visuals make everything click faster.
Tons of algorithms, all shown step by step.
Try here: algorithm-visualizer.org
♻ Repost if you found this useful.
November 17, 2025 at 1:30 PM
Learning algorithms can feel tough.
Honestly, it’s one of the best resource I’ve found.
The right visuals make everything click faster.
Tons of algorithms, all shown step by step.
Try here: algorithm-visualizer.org
♻ Repost if you found this useful.
Honestly, it’s one of the best resource I’ve found.
The right visuals make everything click faster.
Tons of algorithms, all shown step by step.
Try here: algorithm-visualizer.org
♻ Repost if you found this useful.
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 83wpm
🎯 Accuracy: 99.00%
🥇 Position: 30 out of 90 players today
🔥 Streak: 1
📅 typ.ing/daily
🌟 Speed: 83wpm
🎯 Accuracy: 99.00%
🥇 Position: 30 out of 90 players today
🔥 Streak: 1
📅 typ.ing/daily
typ.ing
A clean and simple typing trainer that cares about how you feel. Type to find out.
typ.ing
November 17, 2025 at 5:55 PM
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 83wpm
🎯 Accuracy: 99.00%
🥇 Position: 30 out of 90 players today
🔥 Streak: 1
📅 typ.ing/daily
🌟 Speed: 83wpm
🎯 Accuracy: 99.00%
🥇 Position: 30 out of 90 players today
🔥 Streak: 1
📅 typ.ing/daily
Today's blog post is about for loops with a range in R
Post: www.spsanderson.com/steveondata/...
#R #RStats #ForLoop #Range
Post: www.spsanderson.com/steveondata/...
#R #RStats #ForLoop #Range
For-Loop with Range in R: A Complete Guide with Practical Examples – Steve’s Data Tips and Tricks
Learn how to use for-loops with ranges in R with this comprehensive guide for programmers. Explore practical examples, best practices, and tips to write efficient, readable R code for data analysis an...
www.spsanderson.com
November 17, 2025 at 4:46 PM
Today's blog post is about for loops with a range in R
Post: www.spsanderson.com/steveondata/...
#R #RStats #ForLoop #Range
Post: www.spsanderson.com/steveondata/...
#R #RStats #ForLoop #Range
Reposted by Steven P. Sanderson II, MPH
Following multiple public companies. We broke the rules. Two dollars a day gives you.
knowledge.dotadda.io
knowledge.dotadda.io
DoTadda Knowledge
Know your EDGE. DoTadda Knowledge helps you manage and consume the firehose of information, giving you the edge you need to outperform your competition.
knowledge.dotadda.io
November 16, 2025 at 1:37 PM
Following multiple public companies. We broke the rules. Two dollars a day gives you.
knowledge.dotadda.io
knowledge.dotadda.io
Reposted by Steven P. Sanderson II, MPH
November 12, 2025 at 9:47 PM
Reposted by Steven P. Sanderson II, MPH
Best LLMs Guide you’ll ever find ✅
Covers concepts, finetuning, evaluations.
Comment "LLMs cheatsheet" + Repost and I'll DM you the PDF.
#ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #Analytics
Covers concepts, finetuning, evaluations.
Comment "LLMs cheatsheet" + Repost and I'll DM you the PDF.
#ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #Analytics
November 11, 2025 at 12:25 PM
Best LLMs Guide you’ll ever find ✅
Covers concepts, finetuning, evaluations.
Comment "LLMs cheatsheet" + Repost and I'll DM you the PDF.
#ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #Analytics
Covers concepts, finetuning, evaluations.
Comment "LLMs cheatsheet" + Repost and I'll DM you the PDF.
#ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #Analytics
Construction moving along
November 8, 2025 at 3:40 PM
Construction moving along
Reposted by Steven P. Sanderson II, MPH
November 7, 2025 at 7:03 PM
Some intelligence with image playground is pretty cool. I had to after 5.5 years get a new phone last night
#Apple #AppleIntelligence
#Apple #AppleIntelligence
November 7, 2025 at 6:54 PM
Some intelligence with image playground is pretty cool. I had to after 5.5 years get a new phone last night
#Apple #AppleIntelligence
#Apple #AppleIntelligence
Reposted by Steven P. Sanderson II, MPH
We are looking for #rstats community feedback on 3 new dplyr functions!
We're aiming to expand the `filter()` family:
- `filter()` to keep rows
- `filter_out()` to drop rows
- `when_any()` and `when_all()` as modifiers
Read more and leave feedback here:
github.com/tidyverse/ti...
We're aiming to expand the `filter()` family:
- `filter()` to keep rows
- `filter_out()` to drop rows
- `when_any()` and `when_all()` as modifiers
Read more and leave feedback here:
github.com/tidyverse/ti...
November 7, 2025 at 4:03 PM
We are looking for #rstats community feedback on 3 new dplyr functions!
We're aiming to expand the `filter()` family:
- `filter()` to keep rows
- `filter_out()` to drop rows
- `when_any()` and `when_all()` as modifiers
Read more and leave feedback here:
github.com/tidyverse/ti...
We're aiming to expand the `filter()` family:
- `filter()` to keep rows
- `filter_out()` to drop rows
- `when_any()` and `when_all()` as modifiers
Read more and leave feedback here:
github.com/tidyverse/ti...
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 69wpm
🎯 Accuracy: 97.08%
🥇 Position: 20 out of 58 players today
🔥 Streak: 2
📅 typ.ing/daily
🌟 Speed: 69wpm
🎯 Accuracy: 97.08%
🥇 Position: 20 out of 58 players today
🔥 Streak: 2
📅 typ.ing/daily
typ.ing
A clean and simple typing trainer that cares about how you feel. Type to find out.
typ.ing
November 7, 2025 at 4:17 PM
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 69wpm
🎯 Accuracy: 97.08%
🥇 Position: 20 out of 58 players today
🔥 Streak: 2
📅 typ.ing/daily
🌟 Speed: 69wpm
🎯 Accuracy: 97.08%
🥇 Position: 20 out of 58 players today
🔥 Streak: 2
📅 typ.ing/daily
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 76wpm
🎯 Accuracy: 97.03%
🥇 Position: 23 out of 75 players today
🔥 Streak: 1
📅 typ.ing/daily
🌟 Speed: 76wpm
🎯 Accuracy: 97.03%
🥇 Position: 23 out of 75 players today
🔥 Streak: 1
📅 typ.ing/daily
typ.ing
A clean and simple typing trainer that cares about how you feel. Type to find out.
typ.ing
November 6, 2025 at 7:12 PM
🏆 Today’s typ.ing daily challenge:
🌟 Speed: 76wpm
🎯 Accuracy: 97.03%
🥇 Position: 23 out of 75 players today
🔥 Streak: 1
📅 typ.ing/daily
🌟 Speed: 76wpm
🎯 Accuracy: 97.03%
🥇 Position: 23 out of 75 players today
🔥 Streak: 1
📅 typ.ing/daily