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6 changes: 3 additions & 3 deletions content/en/case-studies/gw-discov.md
Original file line number Diff line number Diff line change
Expand Up @@ -52,7 +52,7 @@ made from warped spacetime.
astrophysics, cosmology, particle physics, and nuclear physics.
* Crunch observed data via numerical relativity computations that involves
complex maths in order to discern signal from noise, filter out relevant
signal and statistically estimate significance of observed data
signal and statistically estimate significance of observed data.
* Data visualization so that the binary / numerical results can be
comprehended.

Expand All @@ -69,7 +69,7 @@ made from warped spacetime.
complex relativity equations and huge amounts of data which present a
computational challenge:
[O(10^7) CPU hrs needed for binary merger analyses](https://youtu.be/7mcHknWWzNI)
spread on 6 dedicated LIGO clusters
spread on 6 dedicated LIGO clusters.

* **Data Deluge**

Expand Down Expand Up @@ -127,7 +127,7 @@ speed. Here are some examples:
- Spectrograms
* Compute Correlations
* Key [Software](https://github.com/lscsoft) developed in GW data analysis
such as [GwPy](https://gwpy.github.io/docs/stable/overview.html) and
such as [GwPy](https://gwpy.github.io/docs/stable/overview/) and
[PyCBC](https://pycbc.org) uses NumPy and AstroPy under the hood for
providing object based interfaces to utilities, tools, and methods for
studying data from gravitational-wave detectors.
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