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Co-authored-by: Troy Raen <raen@ipac.caltech.edu>

Author: jkrick

tutorials/simulated.md

@@ -6,7 +6,7 @@ These tutorials are designed to help users get started with accessing, visualizi
 
 - [Roman HLSS Number Density](roman_simulations/roman_hlss_number_density.md) - Illustrates how to query the catalog and derive galaxy number density.
 
-- [OpenUniverse2024 Roman coadds](openuniversesims/openuniverse2024_roman_simulated_wideareasurvey.md) - Accesses OpenUniverse2024 wide-area simulated survey data.
+- [OpenUniverse2024 Roman Coadds](openuniversesims/openuniverse2024_roman_simulated_wideareasurvey.md) - Accesses OpenUniverse2024 wide-area simulated survey data.
 
 - [OpenUniverse2024 Visualization](firefly/OpenUniverse2024Preview_Firefly.md) - Uses Firefly to get an overview of survey structure and visualize content.
 

tutorials/techniques.md

@@ -5,8 +5,8 @@ This collection includes guidance on cloud-based data access, use of powerful bi
 
 - [Cloud Access](cloud_access/cloud-access-intro.md) — Introduces how to access and work with data served by IRSA from AWS S3 cloud storage.
 
-- [LSDB HATS](parquet-catalog-demos/irsa-hats-with-lsdb.md) - Uses LSDB and HATs framework for advanced cross-matching and query strategies
+- [HATS with LSDB](parquet-catalog-demos/irsa-hats-with-lsdb.md) - Uses LSDB for user-friendly cross matching and querying of HATS Collections.
 
-- [SED visualization](firefly/SEDs_in_Firefly.md) - Demonstrates how to explore and interactively visualize SEDs using Firefly on multi-wavelength datasets.
+- [SED Visualization](firefly/SEDs_in_Firefly.md) - Demonstrates how to explore and interactively visualize SEDs using Firefly on multi-wavelength datasets.
 
 - [Parallelization](parallelize/Parallelize_Convolution.md) - Demonstrates parallelization techniques to speed up operations on large astronomical images.