diff --git a/tech_radar/blips.json b/tech_radar/blips.json
index 22843f5..880ac7e 100644
--- a/tech_radar/blips.json
+++ b/tech_radar/blips.json
@@ -1,5 +1,5 @@
 {
-  "date": "DRAFT",
+  "date": "2024-08-17",
   "entries": [
     {
       "label": "Acceptance Criteria",
@@ -17,22 +17,6 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/164",
       "active": true
     },
-    {
-      "label": "airflow",
-      "quadrant": 1,
-      "ring": 2,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/165",
-      "active": true
-    },
-    {
-      "label": "airflow self-managed",
-      "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/166",
-      "active": true
-    },
     {
       "label": "Analytical Platform",
       "quadrant": 2,
@@ -50,35 +34,27 @@
       "active": true
     },
     {
-      "label": "Architecure Decision Records",
+      "label": "Architecture Decision Records",
       "quadrant": 0,
-      "ring": 1,
-      "moved": 0,
+      "ring": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/169",
       "active": true
     },
     {
       "label": "Arrow",
       "quadrant": 3,
-      "ring": 1,
-      "moved": 0,
+      "ring": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/170",
       "active": true
     },
     {
-      "label": "Athena ACID",
-      "quadrant": 1,
+      "label": "Automated Notifications",
+      "quadrant": 0,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/171",
-      "active": true
-    },
-    {
-      "label": "athenatools",
-      "quadrant": 1,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/172",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/337",
       "active": true
     },
     {
@@ -90,21 +66,29 @@
       "active": true
     },
     {
-      "label": "AWS Airflow",
-      "quadrant": 2,
+      "label": "AWS Airflow - MWAA",
+      "quadrant": 1,
       "ring": 0,
-      "moved": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/174",
       "active": true
     },
     {
       "label": "aws athena",
-      "quadrant": 3,
+      "quadrant": 1,
       "ring": 0,
       "moved": 0,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/175",
       "active": true
     },
+    {
+      "label": "AWS Bedrock",
+      "quadrant": 2,
+      "ring": 0,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/330",
+      "active": true
+    },
     {
       "label": "AWS CloudWatch",
       "quadrant": 2,
@@ -121,46 +105,30 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/177",
       "active": true
     },
-    {
-      "label": "AWS EC2",
-      "quadrant": 1,
-      "ring": 2,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/178",
-      "active": true
-    },
     {
       "label": "AWS EKS",
       "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
+      "ring": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/179",
       "active": true
     },
     {
-      "label": "AWS EventBridge",
+      "label": "aws glue catalog",
       "quadrant": 1,
-      "ring": 1,
+      "ring": 0,
       "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/180",
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/182",
       "active": true
     },
     {
-      "label": "aws glue",
+      "label": "AWS Glue for ETL",
       "quadrant": 2,
-      "ring": 0,
-      "moved": 0,
+      "ring": 3,
+      "moved": -1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/181",
       "active": true
     },
-    {
-      "label": "aws glue catalog",
-      "quadrant": 1,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/182",
-      "active": true
-    },
     {
       "label": "AWS IAM",
       "quadrant": 1,
@@ -170,10 +138,10 @@
       "active": true
     },
     {
-      "label": "AWS LakeFormation",
+      "label": "AWS Lake Formation",
       "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
+      "ring": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/184",
       "active": true
     },
@@ -186,19 +154,11 @@
       "active": true
     },
     {
-      "label": "AWS SNS",
-      "quadrant": 0,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/186",
-      "active": true
-    },
-    {
-      "label": "AWS Step Functions",
+      "label": "AWS Quicksight",
       "quadrant": 2,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/187",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/331",
       "active": true
     },
     {
@@ -212,169 +172,177 @@
     {
       "label": "black",
       "quadrant": 1,
-      "ring": 0,
-      "moved": 0,
+      "ring": 3,
+      "moved": -1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/189",
       "active": true
     },
     {
-      "label": "Bookdown",
-      "quadrant": 1,
-      "ring": 2,
+      "label": "CI/CD",
+      "quadrant": 0,
+      "ring": 0,
       "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/190",
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/193",
       "active": true
     },
     {
-      "label": "boto3",
-      "quadrant": 1,
+      "label": "Cloud Platform",
+      "quadrant": 2,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/191",
+      "moved": 1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/195",
       "active": true
     },
     {
-      "label": "Chaos",
+      "label": "Community of practice",
       "quadrant": 0,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/192",
+      "ring": 0,
+      "moved": 1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/197",
       "active": true
     },
     {
-      "label": "CI/CD",
-      "quadrant": 0,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/193",
+      "label": "Confluence",
+      "quadrant": 2,
+      "ring": 3,
+      "moved": -1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/201",
       "active": true
     },
     {
-      "label": "Circle CI",
+      "label": "create-a-derived-table",
       "quadrant": 1,
-      "ring": 2,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/194",
+      "ring": 0,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/349",
       "active": true
     },
     {
-      "label": "Cloud Platform",
-      "quadrant": 2,
+      "label": "create-a-pipeline",
+      "quadrant": 1,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/195",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/348",
       "active": true
     },
     {
-      "label": "Cluster autoscaler",
-      "quadrant": 0,
+      "label": "data contracts",
+      "quadrant": 1,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/196",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/328",
       "active": true
     },
     {
-      "label": "Community of practice",
-      "quadrant": 0,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/197",
+      "label": "data extractor",
+      "quadrant": 1,
+      "ring": 3,
+      "moved": -1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/202",
       "active": true
     },
     {
-      "label": "commuter",
-      "quadrant": 3,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/198",
+      "label": "data linter",
+      "quadrant": 1,
+      "ring": 2,
+      "moved": -1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/203",
       "active": true
     },
     {
-      "label": "concourse",
-      "quadrant": 2,
-      "ring": 1,
+      "label": "Data testing",
+      "quadrant": 0,
+      "ring": 0,
       "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/199",
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/205",
       "active": true
     },
     {
-      "label": "conda",
-      "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/200",
+      "label": "database access",
+      "quadrant": 3,
+      "ring": 3,
+      "moved": -1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/339",
       "active": true
     },
     {
-      "label": "Confluence",
-      "quadrant": 2,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/201",
+      "label": "dataengineeringutils3",
+      "quadrant": 1,
+      "ring": 3,
+      "moved": -1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/206",
       "active": true
     },
     {
-      "label": "data extractor",
+      "label": "dbdiagram.io",
       "quadrant": 1,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/202",
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/316",
       "active": true
     },
     {
-      "label": "data linter",
-      "quadrant": 1,
+      "label": "dbt",
+      "quadrant": 3,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/203",
+      "moved": 1,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/207",
+      "active": true
+    },
+    {
+      "label": "dbt audit helper",
+      "quadrant": 3,
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/345",
       "active": true
     },
     {
-      "label": "data packer",
+      "label": "dbt Docs",
       "quadrant": 1,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/204",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/323",
       "active": true
     },
     {
-      "label": "data testing",
-      "quadrant": 0,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/205",
+      "label": "dbt-codegen",
+      "quadrant": 3,
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/317",
       "active": true
     },
     {
-      "label": "dataengineeringutils3",
-      "quadrant": 1,
-      "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/206",
+      "label": "dbt-ERD",
+      "quadrant": 3,
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/318",
       "active": true
     },
     {
-      "label": "dbt",
+      "label": "dbt_expectations",
       "quadrant": 3,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/207",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/319",
       "active": true
     },
     {
-      "label": "DevOps",
+      "label": "Dimensional modeling",
       "quadrant": 0,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/208",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/326",
       "active": true
     },
     {
-      "label": "Django",
-      "quadrant": 3,
+      "label": "dlthub",
+      "quadrant": 1,
       "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/209",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/338",
       "active": true
     },
     {
@@ -388,11 +356,19 @@
     {
       "label": "DockerHub",
       "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
+      "ring": 3,
+      "moved": -1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/211",
       "active": true
     },
+    {
+      "label": "duckdb",
+      "quadrant": 3,
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/340",
+      "active": true
+    },
     {
       "label": "ECR",
       "quadrant": 2,
@@ -410,29 +386,21 @@
       "active": true
     },
     {
-      "label": "FastAPI",
-      "quadrant": 3,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/214",
+      "label": "Excalidraw",
+      "quadrant": 2,
+      "ring": 0,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/359",
       "active": true
     },
     {
       "label": "flake8",
       "quadrant": 1,
-      "ring": 0,
-      "moved": 0,
+      "ring": 3,
+      "moved": -1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/215",
       "active": true
     },
-    {
-      "label": "Flask",
-      "quadrant": 3,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/216",
-      "active": true
-    },
     {
       "label": "GDS Service Standard",
       "quadrant": 0,
@@ -442,7 +410,7 @@
       "active": true
     },
     {
-      "label": "git",
+      "label": "Git",
       "quadrant": 2,
       "ring": 0,
       "moved": 0,
@@ -458,8 +426,8 @@
       "active": true
     },
     {
-      "label": "github",
-      "quadrant": 3,
+      "label": "GitHub",
+      "quadrant": 2,
       "ring": 0,
       "moved": 0,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/220",
@@ -473,9 +441,17 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/221",
       "active": true
     },
+    {
+      "label": "GitHub Co-Pilot",
+      "quadrant": 2,
+      "ring": 1,
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/334",
+      "active": true
+    },
     {
       "label": "GitHub Issues",
-      "quadrant": 0,
+      "quadrant": 2,
       "ring": 0,
       "moved": 0,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/222",
@@ -483,20 +459,12 @@
     },
     {
       "label": "GitHub wikis",
-      "quadrant": 1,
+      "quadrant": 2,
       "ring": 2,
       "moved": 0,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/223",
       "active": true
     },
-    {
-      "label": "Gov.uk Design System",
-      "quadrant": 3,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/224",
-      "active": true
-    },
     {
       "label": "GOV.UK Notify",
       "quadrant": 2,
@@ -505,14 +473,6 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/225",
       "active": true
     },
-    {
-      "label": "helm",
-      "quadrant": 2,
-      "ring": 1,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/226",
-      "active": true
-    },
     {
       "label": "Hive  partitioning",
       "quadrant": 3,
@@ -530,26 +490,18 @@
       "active": true
     },
     {
-      "label": "HTML",
+      "label": "Iceberg",
       "quadrant": 3,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/229",
+      "moved": 2,
+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/342",
       "active": true
     },
     {
-      "label": "Infrastructure as code",
+      "label": "Integration testing",
       "quadrant": 0,
       "ring": 0,
-      "moved": 0,
-      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/230",
-      "active": true
-    },
-    {
-      "label": "Integrated testing",
-      "quadrant": 0,
-      "ring": 1,
-      "moved": 0,
+      "moved": 1,
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/231",
       "active": true
     },
@@ -561,14 +513,6 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/232",
       "active": true
     },
-    {
-      "label": "Javascript",
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@@ -580,8 +524,8 @@
     {
       "label": "jira",
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@@ -594,99 +538,91 @@
       "active": true
     },
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@@ -700,35 +636,19 @@
     {
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@@ -746,11 +666,11 @@
       "active": true
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     {
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@@ -763,34 +683,34 @@
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@@ -801,14 +721,6 @@
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@@ -833,43 +745,27 @@
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       "label": "register my data",
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       "active": true
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     {
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@@ -881,6 +777,22 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/272",
       "active": true
     },
+    {
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+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/315",
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@@ -889,6 +801,22 @@
       "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/273",
       "active": true
     },
+    {
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+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/204",
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+      "link": "https://github.com/moj-analytical-services/data-and-analytics-engineering-tech-radar/discussions/327",
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@@ -908,8 +836,8 @@
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@@ -930,15 +858,7 @@
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@@ -946,7 +866,7 @@
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@@ -962,43 +882,43 @@
       "active": true
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     {
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     {
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       "active": true
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     {
-      "label": "Typescript",
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@@ -1017,22 +937,6 @@
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