diff --git a/docs/assets/programming.svg b/docs/assets/programming.svg
new file mode 100644
index 0000000..bc9c155
--- /dev/null
+++ b/docs/assets/programming.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/docs/developer/editing_docs.md b/docs/developer/editing_docs.md
index 6481740..7b10a2c 100644
--- a/docs/developer/editing_docs.md
+++ b/docs/developer/editing_docs.md
@@ -38,11 +38,11 @@ Every content page starts with a **cross-reference label** followed by a single
top-level heading:
```md
-(user.saxs.data_analysis)=
-# Data analysis
+(user.saxs.online_integration)=
+# Setup online radial integration on Jungfraujoch
```
-- The label `(user.saxs.data_analysis)=` is what other pages, the section landing
+- The label `(user.saxs.online_integration)=` is what other pages, the section landing
pages, and the `{ref}` role link to. **Do not delete or rename it** without
updating every reference, or links silently break.
- The `# Title` is the page's H1. Sphinx needs exactly one; section pages do not
@@ -81,7 +81,7 @@ Available types include `note`, `tip`, `important`, `warning`, `caution`, `dange
- **To another page in this documentation**, link by its label, not by file path:
```md
- See {ref}`the data analysis guide `.
+ See {ref}`the Jungfraujoch setup guide `.
```
- **External links** use ordinary Markdown: `[pyFAI](https://pyfai.readthedocs.io)`.
@@ -114,7 +114,7 @@ Available types include `note`, `tip`, `important`, `warning`, `caution`, `dange
hidden: true
---
- data_analysis
+ online_integration
```
````
diff --git a/docs/user/saxs/data_analysis.md b/docs/user/data_analysis/computing.md
similarity index 55%
rename from docs/user/saxs/data_analysis.md
rename to docs/user/data_analysis/computing.md
index d50caf3..54283d4 100644
--- a/docs/user/saxs/data_analysis.md
+++ b/docs/user/data_analysis/computing.md
@@ -1,5 +1,5 @@
-(user.saxs.data_analysis)=
-# Data analysis
+(user.data_analysis.computing)=
+# Online data analysis
We can access the online computing resources from the beamline consoles when logged in as the e-account.
@@ -16,12 +16,23 @@ ssh -Y [ra-c-110]
Or for a GPU node:
```bash
-salloc -A csaxs -p gpu-csaxs --gpus=4 [-w ra-gpu-003]
+salloc -A csaxs -p gpu-csaxs --gpus=4 [-w ra-gpu-003] --mem=100G -n 8
ssh -Y [ra-gpu-003]
```
(note that we need to ask them to explicitly use one of our GPU nodes there, and this needs a couple of days to set up)
+### Specifications of the computing nodes
+
+A few examples of the available nodes:
+
+| Node | CPU | Cores | Memory | GPUs | Partition |
+|---|---|---|---|---|---|
+| `ra-c-110` | Intel Xeon 6152 | 44 | 377 GB | — | `csaxs` |
+| `ra-gpu-003` | AMD EPYC 7452 | 64 | 1007 GB | 4x NVIDIA A100 (40 GB) | `gpu-csaxs` |
+| `ra-gpu-007` | Intel Xeon 6530 | 64 | 1007 GB | 4x NVIDIA L40S (46 GB)| `gpu-csaxs` |
+
+
**The home directory is the p group.** To go to the raw directory we need to navigate there:
```bash
@@ -81,7 +92,7 @@ cd /sls/x12sa/data/[p-group]/raw/python-env
source .venv/bin/activate
```
-### Troubleshooting
+#### Troubleshooting
If you encounter the following error when launching GUI applications (e.g. `pyFAI-calib2`):
@@ -97,7 +108,7 @@ ssh -X [ra-c-110]
and then reactivate the virtual environment before launching the application.
-## Use Jupyter Notebook / Lab
+### Use Jupyter Notebook / Lab
Create a virtual environment following the instructions above, then:
@@ -110,40 +121,15 @@ To run Jupyter Lab:
```bash
jupyter lab --port 6006 --ip $(hostname) --no-browser
```
+## cSAXS matlab scripts
-## Setup online radial integration on Jungfraujoch
+To use the cSAXS matlab scripts we can go to the `cxs_software` package in the raw folder.
-1. **Calibrate the detector using pyFAI.**
-
- Analyze a calibration scan carefully with `pyFAI` and save the resulting **PONI** file and **pixel mask**. Also determine the beam center position.
-
- :::{note}
- As of 2026-06-18, Jungfraujoch only accepts `uint32` TIFF mask files. If the mask generated by `pyFAI` is stored as `uint8`, it needs to be converted to the required format before uploading.
- To do this (from the home directory `/sls/x12sa/data/[p-group]/raw/`):
-
- - Activate the python environment: `source mask/.mask/bin/activate`
- - Run `python convert_mask_format.py -i -o