O3-review/GW150914_IMRPhenomPv2_lalinference.md

@@ -40,11 +40,11 @@ The ini file does not include the sampler args. These are passed to parallel_bil
 
 The files `slurm_submit.sh`, `get_gwf.py` and `run_GW150914_with_cal.ini` can be found here on CIT `/home/rory.smith/projects/pbilby_review/150914`
 
-## How we get data
+## Scripts
 
 The first step in the pipeline `python get_gwf.py` uses `gwpy` to get strain data in gwf format. The `.gwf` file is then passed into the subsequent stages of the pipeline. An example of how the data retrieval works is shown below:
 
-# `get_gwf.py`
+## `get_gwf.py`
 ```
 
 from gwpy.timeseries import TimeSeries
@@ -61,7 +61,7 @@ TimeSeries.write(dataH1, target='dataH1.gwf',format='gwf')
 TimeSeries.write(dataL1, target='dataL1.gwf',format='gwf')
 ```
 
-# `run_GW150914_with_cal.ini`
+## `run_GW150914_with_cal.ini`
 
 ```
 label = GW150914_pbilby_master_data_dump_1500live
@@ -89,7 +89,7 @@ phase-marginalization=True
 time-marginalization=True
 ```
 
-# `GW150914.prior`
+## `GW150914.prior`
 
 ```
 mass_ratio = Uniform(name='mass_ratio', minimum=0.125, maximum=1)
@@ -110,7 +110,7 @@ psi =  Uniform(name='psi', minimum=0, maximum=np.pi, boundary='periodic')
 phase =  Uniform(name='phase', minimum=0, maximum=2 * np.pi, boundary='periodic')
 ```
 
-# `slurm_submit.sh`
+## `slurm_submit.sh`
 
 ```
 #!/bin/bash