diff --git a/README.md b/README.md
index 6e157a1..1b18a15 100644
--- a/README.md
+++ b/README.md
@@ -37,12 +37,18 @@ go-pg-sqlc-crud generate -schema ./schema.sql -output ./generated/schema.crud.sq
 - `-schema`: Path to the PostgreSQL schema dump file (required)
 - `-output`: Path where the generated CRUD file should be written (required)
 
-## Example
-
-```bash
-# Generate CRUD operations from a schema file
-go-pg-sqlc-crud generate -schema ./schema.sql -output ./generated/crud.sql
-```
+## Try it yourself
+
+1. Clone the repo
+2. `cd example`
+3. `docker compose up`
+4. `pg_dump ...`
+5. Run `go-pg-sqlc-crud generate -schema ./schema.sql -output ./generated/crud.sql`
+6. Copy the `crud.sql` over to the directory you've bootstrapped `sqlc` into
+7. Make sure it's included in `sqlc.yaml`
+8. Run `sqlc generate`
+9. If this runs and succeeds, then congrats, the tool works
+10. Please LMK or create a PR if you find bugs! TY
 
 ## How It Works
 
diff --git a/crud/crud.go b/crud/crud.go
index f5ee1f2..ef7d6dd 100644
--- a/crud/crud.go
+++ b/crud/crud.go
@@ -4,6 +4,7 @@ import (
 	"bytes"
 	"encoding/json"
 	"fmt"
+	"reflect"
 	"strings"
 	"text/template"
 )
@@ -87,6 +88,9 @@ func GenerateCRUD(tree string) (string, error) {
 		"add": func(a, b int) int {
 			return a + b
 		},
+		"last": func(x int, a interface{}) bool {
+			return x == reflect.ValueOf(a).Len()-1
+		},
 	}
 	tmpl := template.Must(template.New("crud").Funcs(funcMap).Parse(`
   -- {{ .Schema }}.{{ .Name }} CRUD Operations
@@ -108,7 +112,7 @@ func GenerateCRUD(tree string) (string, error) {
 	{{- if ne $c "id" }}
 	{{- if ne $c "created_at" }}
 	{{- if ne $c "updated_at" }}
-	{{ $c }},
+	{{ $c }}{{ if not (last $i $.Columns) }},{{ end }}
 	{{- end }}
 	{{- end }}
 	{{- end }}
@@ -120,7 +124,7 @@ func GenerateCRUD(tree string) (string, error) {
 	{{- if ne $c "id" }}
 	{{- if ne $c "created_at" }}
 	{{- if ne $c "updated_at" }}
-	${{ $count }},
+	${{ $count }}{{ if not (last $i $.Columns) }},{{ end }}
 	{{- $count = add $count 1 }}
 	{{- end }}
 	{{- end }}
@@ -135,11 +139,10 @@ func GenerateCRUD(tree string) (string, error) {
 	{{- range $i, $c := .Columns }}
 	{{- if ne $c "id" }}
 	{{- if ne $c "created_at" }}
-	{{ $c }} = ${{ add $i 1 }},
+	{{ $c }} = ${{ add $i 1 }}{{ if not (last $i $.Columns) }},{{ end }}
 	{{- end }}
 	{{- end }}
 	{{- end }}
-	updated_at = now()
   WHERE id = $1
   RETURNING {{ range $i, $c := .Columns }}{{ if $i }}, {{ end }}{{ $c }}{{ end }};
   
diff --git a/example/.env b/example/.env
new file mode 100644
index 0000000..88793e5
--- /dev/null
+++ b/example/.env
@@ -0,0 +1,4 @@
+POSTGRES_PASSWORD=initexample
+POSTGRES_USER=initexample
+POSTGRES_HOST=postgres
+POSTGRES_DB=initexample
\ No newline at end of file
diff --git a/example/README.md b/example/README.md
new file mode 100644
index 0000000..1b15d1d
--- /dev/null
+++ b/example/README.md
@@ -0,0 +1,12 @@
+# example
+
+- sets up a sample postgres db in docker with a sample schema and sample data
+- just run this with `docker compose up`
+- this should simulate an IRL db that you'd want to do this for
+- then use the `go-pg-sqlc-crud` tool to generate your CRUD and see how well it did!
+
+## credit
+
+huge thanks to @asuarezaceves: <https://medium.com/@asuarezaceves/initializing-a-postgresql-database-with-a-dataset-using-docker-compose-a-step-by-step-guide-3feebd5b1545>
+
+i'm using the same file structure and schema as described in that article
diff --git a/example/dataset/inflation.csv b/example/dataset/inflation.csv
new file mode 100644
index 0000000..d9ef2ac
--- /dev/null
+++ b/example/dataset/inflation.csv
@@ -0,0 +1,372 @@
+RegionalMember,Year,Inflation,Unit of Measurement, Subregion, Country Code
+"Developing Asia",2018,2.7,%,,
+"Developing Asia",2019,3.2,%,,
+"Developing Asia",2020,3.3,%,,
+"Developing Asia",2021,2.6,%,,
+"Developing Asia",2022,4.4,%,,
+"Developing Asia",2023 forecast,4.2,%,,
+"Developing Asia",2024 forecast,3.3,%,,
+"Developing Asia excluding the PRC",2018,3.3,%,,
+"Developing Asia excluding the PRC",2019,3.5,%,,
+"Developing Asia excluding the PRC",2020,4.1,%,,
+"Developing Asia excluding the PRC",2021,4.2,%,,
+"Developing Asia excluding the PRC",2022,6.7,%,,
+"Developing Asia excluding the PRC",2023 forecast,6.2,%,,
+"Developing Asia excluding the PRC",2024 forecast,4.4,%,,
+"Caucasus and Central Asia",2018,8.2,%,Central Asia,
+"Caucasus and Central Asia",2019,7.4,%,Central Asia,
+"Caucasus and Central Asia",2020,7.7,%,Central Asia,
+"Caucasus and Central Asia",2021,9,%,Central Asia,
+"Caucasus and Central Asia",2022,12.9,%,Central Asia,
+"Caucasus and Central Asia",2023 forecast,10.3,%,Central Asia,
+"Caucasus and Central Asia",2024 forecast,7.5,%,Central Asia,
+"Armenia",2018,2.5,%,Central Asia,ARM
+"Armenia",2019,1.4,%,Central Asia,ARM
+"Armenia",2020,1.2,%,Central Asia,ARM
+"Armenia",2021,7.2,%,Central Asia,ARM
+"Armenia",2022,8.6,%,Central Asia,ARM
+"Armenia",2023 forecast,7,%,Central Asia,ARM
+"Armenia",2024 forecast,6.2,%,Central Asia,ARM
+"Azerbaijan",2018,2.4,%,Central Asia,AZE
+"Azerbaijan",2019,2.7,%,Central Asia,AZE
+"Azerbaijan",2020,2.8,%,Central Asia,AZE
+"Azerbaijan",2021,6.7,%,Central Asia,AZE
+"Azerbaijan",2022,13.9,%,Central Asia,AZE
+"Azerbaijan",2023 forecast,7,%,Central Asia,AZE
+"Azerbaijan",2024 forecast,6.5,%,Central Asia,AZE
+"Georgia",2018,2.6,%,Central Asia,GEO
+"Georgia",2019,4.9,%,Central Asia,GEO
+"Georgia",2020,5.2,%,Central Asia,GEO
+"Georgia",2021,9.6,%,Central Asia,GEO
+"Georgia",2022,11.9,%,Central Asia,GEO
+"Georgia",2023 forecast,6,%,Central Asia,GEO
+"Georgia",2024 forecast,4,%,Central Asia,GEO
+"Kazakhstan",2018,6,%,Central Asia,KAZ
+"Kazakhstan",2019,5.3,%,Central Asia,KAZ
+"Kazakhstan",2020,6.8,%,Central Asia,KAZ
+"Kazakhstan",2021,8,%,Central Asia,KAZ
+"Kazakhstan",2022,15,%,Central Asia,KAZ
+"Kazakhstan",2023 forecast,11.8,%,Central Asia,KAZ
+"Kazakhstan",2024 forecast,6.4,%,Central Asia,KAZ
+"Kyrgyz Republic",2018,1.5,%,Central Asia,KGZ
+"Kyrgyz Republic",2019,1.1,%,Central Asia,KGZ
+"Kyrgyz Republic",2020,6.3,%,Central Asia,KGZ
+"Kyrgyz Republic",2021,11.9,%,Central Asia,KGZ
+"Kyrgyz Republic",2022,13.9,%,Central Asia,KGZ
+"Kyrgyz Republic",2023 forecast,12,%,Central Asia,KGZ
+"Kyrgyz Republic",2024 forecast,8.6,%,Central Asia,KGZ
+"Tajikistan",2018,5.4,%,Central Asia,TJK
+"Tajikistan",2019,8,%,Central Asia,TJK
+"Tajikistan",2020,9.4,%,Central Asia,TJK
+"Tajikistan",2021,8,%,Central Asia,TJK
+"Tajikistan",2022,4.2,%,Central Asia,TJK
+"Tajikistan",2023 forecast,7,%,Central Asia,TJK
+"Tajikistan",2024 forecast,6.5,%,Central Asia,TJK
+"Turkmenistan",2018,13.2,%,Central Asia,TKM
+"Turkmenistan",2019,13,%,Central Asia,TKM
+"Turkmenistan",2020,10,%,Central Asia,TKM
+"Turkmenistan",2021,12.5,%,Central Asia,TKM
+"Turkmenistan",2022,10,%,Central Asia,TKM
+"Turkmenistan",2023 forecast,10,%,Central Asia,TKM
+"Turkmenistan",2024 forecast,10,%,Central Asia,TKM
+"Uzbekistan",2018,17.5,%,Central Asia,UZB
+"Uzbekistan",2019,14.6,%,Central Asia,UZB
+"Uzbekistan",2020,12.9,%,Central Asia,UZB
+"Uzbekistan",2021,10.7,%,Central Asia,UZB
+"Uzbekistan",2022,11.4,%,Central Asia,UZB
+"Uzbekistan",2023 forecast,11,%,Central Asia,UZB
+"Uzbekistan",2024 forecast,10,%,Central Asia,UZB
+"East Asia",2018,2,%,East Asia,
+"East Asia",2019,2.6,%,East Asia,
+"East Asia",2020,2.2,%,East Asia,
+"East Asia",2021,1.1,%,East Asia,
+"East Asia",2022,2.3,%,East Asia,
+"East Asia",2023 forecast,2.3,%,East Asia,
+"East Asia",2024 forecast,2,%,East Asia,
+"Hong Kong, China",2018,2.4,%,East Asia,HKG
+"Hong Kong, China",2019,2.9,%,East Asia,HKG
+"Hong Kong, China",2020,0.3,%,East Asia,HKG
+"Hong Kong, China",2021,1.6,%,East Asia,HKG
+"Hong Kong, China",2022,1.9,%,East Asia,HKG
+"Hong Kong, China",2023 forecast,2.3,%,East Asia,HKG
+"Hong Kong, China",2024 forecast,2.1,%,East Asia,HKG
+"Mongolia",2018,6.8,%,East Asia,MNG
+"Mongolia",2019,7.3,%,East Asia,MNG
+"Mongolia",2020,3.7,%,East Asia,MNG
+"Mongolia",2021,7.3,%,East Asia,MNG
+"Mongolia",2022,15.2,%,East Asia,MNG
+"Mongolia",2023 forecast,10.9,%,East Asia,MNG
+"Mongolia",2024 forecast,8.7,%,East Asia,MNG
+"Peoples Republic of China",2018,2.1,%,East Asia,CHN
+"Peoples Republic of China",2019,2.9,%,East Asia,CHN
+"Peoples Republic of China",2020,2.5,%,East Asia,CHN
+"Peoples Republic of China",2021,0.9,%,East Asia,CHN
+"Peoples Republic of China",2022,2,%,East Asia,CHN
+"Peoples Republic of China",2023 forecast,2.2,%,East Asia,CHN
+"Peoples Republic of China",2024 forecast,2,%,East Asia,CHN
+"Republic of Korea",2018,1.5,%,East Asia,KOR
+"Republic of Korea",2019,0.4,%,East Asia,KOR
+"Republic of Korea",2020,0.5,%,East Asia,KOR
+"Republic of Korea",2021,2.5,%,East Asia,KOR
+"Republic of Korea",2022,5.1,%,East Asia,KOR
+"Republic of Korea",2023 forecast,3.2,%,East Asia,KOR
+"Republic of Korea",2024 forecast,2,%,East Asia,KOR
+"Taipei China",2018,1.4,%,East Asia,TWN
+"Taipei China",2019,0.6,%,East Asia,TWN
+"Taipei China",2020,-0.2,%,East Asia,TWN
+"Taipei China",2021,2,%,East Asia,TWN
+"Taipei China",2022,2.9,%,East Asia,TWN
+"Taipei China",2023 forecast,2,%,East Asia,TWN
+"Taipei China",2024 forecast,2,%,East Asia,TWN
+"South Asia",2018,3.7,%,South Asia,
+"South Asia",2019,5,%,South Asia,
+"South Asia",2020,6.5,%,South Asia,
+"South Asia",2021,5.8,%,South Asia,
+"South Asia",2022,8.2,%,South Asia,
+"South Asia",2023 forecast,8.1,%,South Asia,
+"South Asia",2024 forecast,5.8,%,South Asia,
+"Afghanistan",2018,0.6,%,South Asia,AFG
+"Afghanistan",2019,2.3,%,South Asia,AFG
+"Afghanistan",2020,5.6,%,South Asia,AFG
+"Afghanistan",2021,5.2,%,South Asia,AFG
+"Afghanistan",2022,13.8,%,South Asia,AFG
+"Afghanistan",2023 forecast,,%,South Asia,AFG
+"Afghanistan",2024 forecast,,%,South Asia,AFG
+"Bangladesh",2018,5.8,%,South Asia,BGD
+"Bangladesh",2019,5.5,%,South Asia,BGD
+"Bangladesh",2020,5.7,%,South Asia,BGD
+"Bangladesh",2021,5.6,%,South Asia,BGD
+"Bangladesh",2022,6.2,%,South Asia,BGD
+"Bangladesh",2023 forecast,8.7,%,South Asia,BGD
+"Bangladesh",2024 forecast,6.6,%,South Asia,BGD
+"Bhutan",2018,2.6,%,South Asia,BTN
+"Bhutan",2019,2.8,%,South Asia,BTN
+"Bhutan",2020,5.6,%,South Asia,BTN
+"Bhutan",2021,7.3,%,South Asia,BTN
+"Bhutan",2022,5.6,%,South Asia,BTN
+"Bhutan",2023 forecast,5.5,%,South Asia,BTN
+"Bhutan",2024 forecast,5.1,%,South Asia,BTN
+"India",2018,3.4,%,South Asia,IND
+"India",2019,4.8,%,South Asia,IND
+"India",2020,6.2,%,South Asia,IND
+"India",2021,5.5,%,South Asia,IND
+"India",2022,6.7,%,South Asia,IND
+"India",2023 forecast,5,%,South Asia,IND
+"India",2024 forecast,4.5,%,South Asia,IND
+"Maldives",2018,-0.1,%,South Asia,MDV
+"Maldives",2019,0.2,%,South Asia,MDV
+"Maldives",2020,-1.4,%,South Asia,MDV
+"Maldives",2021,0.5,%,South Asia,MDV
+"Maldives",2022,2.3,%,South Asia,MDV
+"Maldives",2023 forecast,4.5,%,South Asia,MDV
+"Maldives",2024 forecast,2,%,South Asia,MDV
+"Nepal",2018,4.2,%,South Asia,NPL
+"Nepal",2019,4.6,%,South Asia,NPL
+"Nepal",2020,6.2,%,South Asia,NPL
+"Nepal",2021,3.6,%,South Asia,NPL
+"Nepal",2022,6.3,%,South Asia,NPL
+"Nepal",2023 forecast,7.4,%,South Asia,NPL
+"Nepal",2024 forecast,6.2,%,South Asia,NPL
+"Pakistan",2018,4.7,%,South Asia,PAK
+"Pakistan",2019,6.8,%,South Asia,PAK
+"Pakistan",2020,10.7,%,South Asia,PAK
+"Pakistan",2021,8.9,%,South Asia,PAK
+"Pakistan",2022,12.2,%,South Asia,PAK
+"Pakistan",2023 forecast,27.5,%,South Asia,PAK
+"Pakistan",2024 forecast,15,%,South Asia,PAK
+"Sri Lanka",2018,4.3,%,South Asia,LKA
+"Sri Lanka",2019,4.3,%,South Asia,LKA
+"Sri Lanka",2020,4.6,%,South Asia,LKA
+"Sri Lanka",2021,6,%,South Asia,LKA
+"Sri Lanka",2022,46.4,%,South Asia,LKA
+"Sri Lanka",2023 forecast,24.6,%,South Asia,LKA
+"Sri Lanka",2024 forecast,5.5,%,South Asia,LKA
+"Southeast Asia",2018,2.8,%,Southeast Asia,
+"Southeast Asia",2019,2.2,%,Southeast Asia,
+"Southeast Asia",2020,2.2,%,Southeast Asia,
+"Southeast Asia",2021,2,%,Southeast Asia,
+"Southeast Asia",2022,5,%,Southeast Asia,
+"Southeast Asia",2023 forecast,4.4,%,Southeast Asia,
+"Southeast Asia",2024 forecast,3.3,%,Southeast Asia,
+"Brunei Darussalam",2018,1,%,Southeast Asia,BRN
+"Brunei Darussalam",2019,-0.4,%,Southeast Asia,BRN
+"Brunei Darussalam",2020,1.9,%,Southeast Asia,BRN
+"Brunei Darussalam",2021,1.7,%,Southeast Asia,BRN
+"Brunei Darussalam",2022,3.7,%,Southeast Asia,BRN
+"Brunei Darussalam",2023 forecast,2,%,Southeast Asia,BRN
+"Brunei Darussalam",2024 forecast,1.6,%,Southeast Asia,BRN
+"Cambodia",2018,2.5,%,Southeast Asia,KHM
+"Cambodia",2019,1.9,%,Southeast Asia,KHM
+"Cambodia",2020,2.9,%,Southeast Asia,KHM
+"Cambodia",2021,2.9,%,Southeast Asia,KHM
+"Cambodia",2022,5.3,%,Southeast Asia,KHM
+"Cambodia",2023 forecast,3,%,Southeast Asia,KHM
+"Cambodia",2024 forecast,4,%,Southeast Asia,KHM
+"Indonesia",2018,3.3,%,Southeast Asia,IDN
+"Indonesia",2019,2.8,%,Southeast Asia,IDN
+"Indonesia",2020,3.8,%,Southeast Asia,IDN
+"Indonesia",2021,1.6,%,Southeast Asia,IDN
+"Indonesia",2022,4.2,%,Southeast Asia,IDN
+"Indonesia",2023 forecast,4.2,%,Southeast Asia,IDN
+"Indonesia",2024 forecast,3,%,Southeast Asia,IDN
+"Lao Peoples Dem. Rep.",2018,2,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2019,3.3,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2020,5.1,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2021,3.8,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2022,23,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2023 forecast,16,%,Southeast Asia,LAO
+"Lao Peoples Dem. Rep.",2024 forecast,5,%,Southeast Asia,LAO
+"Malaysia",2018,1,%,Southeast Asia,MYS
+"Malaysia",2019,0.7,%,Southeast Asia,MYS
+"Malaysia",2020,-1.1,%,Southeast Asia,MYS
+"Malaysia",2021,2.5,%,Southeast Asia,MYS
+"Malaysia",2022,3.4,%,Southeast Asia,MYS
+"Malaysia",2023 forecast,3.1,%,Southeast Asia,MYS
+"Malaysia",2024 forecast,2.8,%,Southeast Asia,MYS
+"Myanmar",2018,5.9,%,Southeast Asia,MMR
+"Myanmar",2019,8.6,%,Southeast Asia,MMR
+"Myanmar",2020,5.7,%,Southeast Asia,MMR
+"Myanmar",2021,3.6,%,Southeast Asia,MMR
+"Myanmar",2022,16,%,Southeast Asia,MMR
+"Myanmar",2023 forecast,10.5,%,Southeast Asia,MMR
+"Myanmar",2024 forecast,8.2,%,Southeast Asia,MMR
+"Philippines",2018,5.2,%,Southeast Asia,PHL
+"Philippines",2019,2.4,%,Southeast Asia,PHL
+"Philippines",2020,2.4,%,Southeast Asia,PHL
+"Philippines",2021,3.9,%,Southeast Asia,PHL
+"Philippines",2022,5.8,%,Southeast Asia,PHL
+"Philippines",2023 forecast,6.2,%,Southeast Asia,PHL
+"Philippines",2024 forecast,4,%,Southeast Asia,PHL
+"Singapore",2018,0.4,%,Southeast Asia,SGP
+"Singapore",2019,0.6,%,Southeast Asia,SGP
+"Singapore",2020,-0.2,%,Southeast Asia,SGP
+"Singapore",2021,2.3,%,Southeast Asia,SGP
+"Singapore",2022,6.1,%,Southeast Asia,SGP
+"Singapore",2023 forecast,5,%,Southeast Asia,SGP
+"Singapore",2024 forecast,2,%,Southeast Asia,SGP
+"Thailand",2018,1.1,%,Southeast Asia,THA
+"Thailand",2019,0.7,%,Southeast Asia,THA
+"Thailand",2020,-0.8,%,Southeast Asia,THA
+"Thailand",2021,1.2,%,Southeast Asia,THA
+"Thailand",2022,6.1,%,Southeast Asia,THA
+"Thailand",2023 forecast,2.9,%,Southeast Asia,THA
+"Thailand",2024 forecast,2.3,%,Southeast Asia,THA
+"Timor-Leste",2018,2.4,%,Southeast Asia,TLS
+"Timor-Leste",2019,1,%,Southeast Asia,TLS
+"Timor-Leste",2020,0.5,%,Southeast Asia,TLS
+"Timor-Leste",2021,3.8,%,Southeast Asia,TLS
+"Timor-Leste",2022,7,%,Southeast Asia,TLS
+"Timor-Leste",2023 forecast,5.5,%,Southeast Asia,TLS
+"Timor-Leste",2024 forecast,2.8,%,Southeast Asia,TLS
+"Viet Nam",2018,3.5,%,Southeast Asia,VNM
+"Viet Nam",2019,2.8,%,Southeast Asia,VNM
+"Viet Nam",2020,3.2,%,Southeast Asia,VNM
+"Viet Nam",2021,1.8,%,Southeast Asia,VNM
+"Viet Nam",2022,3.2,%,Southeast Asia,VNM
+"Viet Nam",2023 forecast,4.5,%,Southeast Asia,VNM
+"Viet Nam",2024 forecast,4.2,%,Southeast Asia,VNM
+"The Pacific",2018,4.3,%,The Pacific,
+"The Pacific",2019,3,%,The Pacific,
+"The Pacific",2020,3,%,The Pacific,
+"The Pacific",2021,3.1,%,The Pacific,
+"The Pacific",2022,5.7,%,The Pacific,
+"The Pacific",2023 forecast,5,%,The Pacific,
+"The Pacific",2024 forecast,4.4,%,The Pacific,
+"Cook Islands",2018,0.1,%,The Pacific,COO
+"Cook Islands",2019,0,%,The Pacific,COO
+"Cook Islands",2020,0.7,%,The Pacific,COO
+"Cook Islands",2021,1.8,%,The Pacific,COO
+"Cook Islands",2022,4.2,%,The Pacific,COO
+"Cook Islands",2023 forecast,7.7,%,The Pacific,COO
+"Cook Islands",2024 forecast,2.3,%,The Pacific,COO
+"Federated States of Micronesia",2018,1.1,%,The Pacific,FSM
+"Federated States of Micronesia",2019,2.2,%,The Pacific,FSM
+"Federated States of Micronesia",2020,1,%,The Pacific,FSM
+"Federated States of Micronesia",2021,1.8,%,The Pacific,FSM
+"Federated States of Micronesia",2022,5,%,The Pacific,FSM
+"Federated States of Micronesia",2023 forecast,3.6,%,The Pacific,FSM
+"Federated States of Micronesia",2024 forecast,0.4,%,The Pacific,FSM
+"Fiji",2018,4.1,%,The Pacific,FJI
+"Fiji",2019,1.8,%,The Pacific,FJI
+"Fiji",2020,-2.6,%,The Pacific,FJI
+"Fiji",2021,0.2,%,The Pacific,FJI
+"Fiji",2022,4.3,%,The Pacific,FJI
+"Fiji",2023 forecast,4.2,%,The Pacific,FJI
+"Fiji",2024 forecast,3.5,%,The Pacific,FJI
+"Kiribati",2018,0.6,%,The Pacific,KIR
+"Kiribati",2019,-1.8,%,The Pacific,KIR
+"Kiribati",2020,2.3,%,The Pacific,KIR
+"Kiribati",2021,1,%,The Pacific,KIR
+"Kiribati",2022,5,%,The Pacific,KIR
+"Kiribati",2023 forecast,3.7,%,The Pacific,KIR
+"Kiribati",2024 forecast,3,%,The Pacific,KIR
+"Marshall Islands",2018,0.8,%,The Pacific,MHL
+"Marshall Islands",2019,-0.1,%,The Pacific,MHL
+"Marshall Islands",2020,-0.7,%,The Pacific,MHL
+"Marshall Islands",2021,2.2,%,The Pacific,MHL
+"Marshall Islands",2022,3.3,%,The Pacific,MHL
+"Marshall Islands",2023 forecast,3.7,%,The Pacific,MHL
+"Marshall Islands",2024 forecast,3.5,%,The Pacific,MHL
+"Nauru",2018,0.5,%,The Pacific,NRU
+"Nauru",2019,4.3,%,The Pacific,NRU
+"Nauru",2020,-6.6,%,The Pacific,NRU
+"Nauru",2021,1.2,%,The Pacific,NRU
+"Nauru",2022,2.3,%,The Pacific,NRU
+"Nauru",2023 forecast,2.5,%,The Pacific,NRU
+"Nauru",2024 forecast,1.9,%,The Pacific,NRU
+"Niue",2018,9.6,%,The Pacific,NIU
+"Niue",2019,2.4,%,The Pacific,NIU
+"Niue",2020,2.3,%,The Pacific,NIU
+"Niue",2021,,%,The Pacific,NIU
+"Niue",2022,,%,The Pacific,NIU
+"Niue",2023 forecast,,%,The Pacific,NIU
+"Niue",2024 forecast,,%,The Pacific,NIU
+"Palau",2018,2,%,The Pacific,PLW
+"Palau",2019,0.6,%,The Pacific,PLW
+"Palau",2020,0.7,%,The Pacific,PLW
+"Palau",2021,0.5,%,The Pacific,PLW
+"Palau",2022,10.2,%,The Pacific,PLW
+"Palau",2023 forecast,5,%,The Pacific,PLW
+"Palau",2024 forecast,5.5,%,The Pacific,PLW
+"Papua New Guinea",2018,4.7,%,The Pacific,PNG
+"Papua New Guinea",2019,3.6,%,The Pacific,PNG
+"Papua New Guinea",2020,4.9,%,The Pacific,PNG
+"Papua New Guinea",2021,4.5,%,The Pacific,PNG
+"Papua New Guinea",2022,6,%,The Pacific,PNG
+"Papua New Guinea",2023 forecast,5,%,The Pacific,PNG
+"Papua New Guinea",2024 forecast,5,%,The Pacific,PNG
+"Samoa",2018,3.7,%,The Pacific,WSM
+"Samoa",2019,2.2,%,The Pacific,WSM
+"Samoa",2020,1.5,%,The Pacific,WSM
+"Samoa",2021,-3,%,The Pacific,WSM
+"Samoa",2022,8.8,%,The Pacific,WSM
+"Samoa",2023 forecast,10.2,%,The Pacific,WSM
+"Samoa",2024 forecast,2,%,The Pacific,WSM
+"Solomon Islands",2018,3.5,%,The Pacific,SLB
+"Solomon Islands",2019,1.6,%,The Pacific,SLB
+"Solomon Islands",2020,3,%,The Pacific,SLB
+"Solomon Islands",2021,-0.2,%,The Pacific,SLB
+"Solomon Islands",2022,5.5,%,The Pacific,SLB
+"Solomon Islands",2023 forecast,4.5,%,The Pacific,SLB
+"Solomon Islands",2024 forecast,3.7,%,The Pacific,SLB
+"Tonga",2018,-3.9,%,The Pacific,TON
+"Tonga",2019,4,%,The Pacific,TON
+"Tonga",2020,0.2,%,The Pacific,TON
+"Tonga",2021,1.4,%,The Pacific,TON
+"Tonga",2022,8.5,%,The Pacific,TON
+"Tonga",2023 forecast,9.4,%,The Pacific,TON
+"Tonga",2024 forecast,1.5,%,The Pacific,TON
+"Tuvalu",2018,2.2,%,The Pacific,TUV
+"Tuvalu",2019,3.5,%,The Pacific,TUV
+"Tuvalu",2020,1.6,%,The Pacific,TUV
+"Tuvalu",2021,6.7,%,The Pacific,TUV
+"Tuvalu",2022,7.6,%,The Pacific,TUV
+"Tuvalu",2023 forecast,3.3,%,The Pacific,TUV
+"Tuvalu",2024 forecast,2.8,%,The Pacific,TUV
+"Vanuatu",2018,2.3,%,The Pacific,VUT
+"Vanuatu",2019,2.8,%,The Pacific,VUT
+"Vanuatu",2020,5.3,%,The Pacific,VUT
+"Vanuatu",2021,2.3,%,The Pacific,VUT
+"Vanuatu",2022,4.8,%,The Pacific,VUT
+"Vanuatu",2023 forecast,4,%,The Pacific,VUT
+"Vanuatu",2024 forecast,3,%,The Pacific,VUT
diff --git a/example/dataset/init.sql b/example/dataset/init.sql
new file mode 100644
index 0000000..96539b0
--- /dev/null
+++ b/example/dataset/init.sql
@@ -0,0 +1,13 @@
+CREATE TABLE inflation_data (
+    RegionalMember TEXT,
+    Year INT,
+    Inflation DECIMAL,
+    Unit_of_Measurement TEXT,
+    Subregion TEXT,
+    Country_Code TEXT
+);
+
+COPY inflation_data
+FROM '/docker-entrypoint-initdb.d/inflation.csv'
+DELIMITER ','
+CSV HEADER;
\ No newline at end of file
diff --git a/example/docker-compose.yml b/example/docker-compose.yml
new file mode 100644
index 0000000..c29ccbf
--- /dev/null
+++ b/example/docker-compose.yml
@@ -0,0 +1,11 @@
+version: '3'
+services:
+  db:
+    image: postgres
+    restart: always
+    env_file:
+      - .env
+    volumes:
+      - ./dataset:/docker-entrypoint-initdb.d
+    ports:
+      - 5432:5432
\ No newline at end of file