diff --git a/notes.qmd b/notes.qmd
index 30af230..77f5375 100644
--- a/notes.qmd
+++ b/notes.qmd
@@ -856,165 +856,18 @@ from @Pinto2021:
 
 ## WOS
 
+```{python}
+#| echo: false
+#| output: asis
+with open(f"{SUPPLEMENTARY_DATA}/query.txt") as f:
+    query = f.read()
+
+t3 = "`" * 3
+print(f"""
 ```sql
-TS=
-(
-    (
-        work OR
-        labour OR
-        production of goods OR
-        provision of services OR
-        own-use OR
-        use by others OR
-        of working age OR
-        for pay OR
-        for profit OR
-        remuneration OR
-        market transactions
-    ) AND
-    (
-        (
-            own-use OR
-            employment OR
-            unpaid trainee OR
-            volunteer OR
-            other work activities OR
-            wage-employed OR
-            self-employed OR
-            formal work OR
-            informal work OR
-            domestic work OR
-            care work OR
-            unpaid work
-        ) OR
-        (
-            employment outcomes OR
-            labour rights OR
-            equality of oppoertunity OR
-            equality of outcome OR
-            labour force participationOR
-            labour force exit OR
-            job quality OR
-            career advancement OR
-            hours worked OR
-            wage OR
-            salary OR
-            return to work
-        )
-    )
-) AND
-
-TS=
-(
-    (
-        intervention OR
-        policy OR
-        participation OR
-        targeting/targeted OR
-        distributive OR
-        redistributive
-    )
-    AND
-    (
-        (
-            support for childcare OR
-            labour rights OR
-            minimum wage OR
-            collective bargaining OR
-            business sustainability promotion OR
-            work-life balance promotion OR
-            equal pay for work of equal value OR
-            removal of (discriminatory) law OR
-            law reformation OR
-            guaranteed income OR
-            universal basic income OR
-            provision of living wage OR
-            maternity leave
-        )
-        OR
-        (
-            cash benefits OR
-            services in kind OR
-            green transition OR
-            infrastructure OR
-            digital infrastructure OR
-            quality of education OR
-            public service improvement OR
-            lowering of gender segregation OR
-            price stability intervention OR
-            extended social protection scheme OR
-            comprehensive social protection OR
-            sustainable social protection OR
-            supported employment OR
-            vocational rehabilitation
-        )
-        OR
-        (
-            credit programs OR
-            career guidance OR
-            vocational guidance OR
-            vocational counselling OR
-            counteracting of stereotypes OR
-            commuting subsidies OR
-            housing mobility programs OR
-            encouraging re-situation/migration OR
-            encouraging self-advocacy OR
-            cognitive behavioural therapy OR
-            computer-assisted therapy OR
-            work organization OR
-            special transportation
-        )
-    )
-) AND
-
-TS=
-(
-    (
-        inequality OR
-        inequalities OR
-        barriers OR
-        advantaged OR
-        disadvantaged OR
-        discriminated OR
-        disparity OR
-        disparities
-    )
-    NEAR/5
-    (
-        (
-            income OR
-            "Palma ratio" OR
-            "Gini coefficient" OR
-            class OR
-            fertility OR
-            "bottom percentile" OR
-            "top percentile"
-        )
-        OR
-        (
-            identity OR
-            demographic OR
-            gender OR
-            colour OR
-            beliefs OR
-            racial OR
-            ethnic OR
-            migrant OR
-            spatial OR
-            rural OR
-            urban OR
-            mega-cities OR
-            "small cities" OR
-            "peripheral cities" OR
-            age OR
-            nationality OR
-            ethnicity OR
-            "health status" OR
-            disability OR
-            characteristics
-        )
-    )
-)
+{query}
+{t3}
+""")
 ```
 
 # Findings and Updates from query