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-rw-r--r--topics/quality-control/qc-checks.gmi19
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diff --git a/topics/quality-control/qc-checks.gmi b/topics/quality-control/qc-checks.gmi
index f2e47fd..30236e1 100644
--- a/topics/quality-control/qc-checks.gmi
+++ b/topics/quality-control/qc-checks.gmi
@@ -39,3 +39,22 @@ is allowed into the GeneNetwork will be 22,000 entries.
9. There should be no trailing spaces in data cells.
10. Entries should have the same capitalization style.
+
+11. Assesing Phenotypes for normality with Shapiro-Wilk Test.
+
+https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.shapiro.html
+https://vedexcel.com/how-to-perform-a-shapiro-wilk-test-in-python/
+
+```
+Here is a simple QC procedure we may want to consider that was used by
+Megan and Camron in a recent paper that I have attached.
+
+
+Phenotypes were assessed for normality using the Shapiro–Wilk Test. Because
+some of the data residuals devi- ated significantly from normality, we used
+the orderNorm function to perform Ordered Quantile normalization43 on all
+phenotypes.
+
+--
+Rob
+```