diff --git a/README.md b/README.md
index fb68e2ad..e34dcbe3 100644
--- a/README.md
+++ b/README.md
@@ -11,43 +11,6 @@ scrapping reddit.com/r/rational and analytics
 ![screenshot](docs/image.png)
 
 
-## Project plan:
-
-- [x] Init
-- [x] Fill out README
-- [x] Scrape r/rational
-- [x] use [statistics](https://github.com/wassname/scrape_r_rational/blob/main/nbs/links.csv)
-- [x] Use llm to get reccomendations, sentiment, karma etc
-- [x] share
-- [x] comment md to html
-- [x] comment expand
-- [x] threads where it's mentioned
-- [x] better tittles and data cleaning
-- [x] github pages
-
-
-## Install requirements
-
-This project uses [poetry](https://python-poetry.org/) for requirement and is set up for torch using cuda.
-~~~
-poetry install
-~~~
-
-Then 
-~~~
-cp .env.example .env
-~~~
-Then fill out the api keys
-
-
-## How to run
-
-First run <nbs/mjc_001_download.ipynb> to update the data in <data/cache2/>
-
-Then run <nbs/mjc_004_process.ipynb> to analyse the data and output <index.html>
-
-use <nbs/mjc_005_allm.ipynb> to run an llm from openrouter (costs around $50) and the results are... OK
-
 ## More info:
 
 Reddit Discussion: https://old.reddit.com/r/rational/comments/1hoonrc/v2_table_which_stories_have_been_linked_most/
@@ -88,3 +51,41 @@ For the Table UI I've included
 - save states
 - export to excel
 - column visibility
+
+
+## Project plan:
+
+- [x] Init
+- [x] Fill out README
+- [x] Scrape r/rational
+- [x] use [statistics](https://github.com/wassname/scrape_r_rational/blob/main/nbs/links.csv)
+- [x] Use llm to get reccomendations, sentiment, karma etc
+- [x] share
+- [x] comment md to html
+- [x] comment expand
+- [x] threads where it's mentioned
+- [x] better tittles and data cleaning
+- [x] github pages
+
+
+## Install requirements
+
+This project uses [poetry](https://python-poetry.org/) for requirement and is set up for torch using cuda.
+~~~
+poetry install
+~~~
+
+Then 
+~~~
+cp .env.example .env
+~~~
+Then fill out the api keys
+
+
+## How to run
+
+First run <nbs/mjc_001_download.ipynb> to update the data in <data/cache2/>
+
+Then run <nbs/mjc_004_process.ipynb> to analyse the data and output <index.html>
+
+use <nbs/mjc_005_allm.ipynb> to run an llm from openrouter (costs around $50) and the results are... OK