diff --git a/packages/pipe-vms-ingestion/poetry.lock b/packages/pipe-vms-ingestion/poetry.lock
index 4331aa9..c3f2a6c 100644
--- a/packages/pipe-vms-ingestion/poetry.lock
+++ b/packages/pipe-vms-ingestion/poetry.lock
@@ -182,13 +182,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
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 ]
 
 [package.dependencies]
@@ -596,13 +596,13 @@ pyflakes = ">=3.0.0,<3.1.0"
 
 [[package]]
 name = "google-api-core"
-version = "2.19.0"
+version = "2.19.1"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -611,7 +611,7 @@ googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""}
 grpcio-status = {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""}
 proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
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 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
@@ -642,13 +642,13 @@ testing = ["mock (>=1.0.1)"]
 
 [[package]]
 name = "google-auth"
-version = "2.29.0"
+version = "2.31.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -680,13 +680,13 @@ httplib2 = ">=0.19.0"
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.52.0"
+version = "1.58.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -707,33 +707,34 @@ autologging = ["mlflow (>=1.27.0,<=2.1.1)"]
 cloud-profiler = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "werkzeug (>=2.0.0,<2.1.0dev)"]
 datasets = ["pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)"]
 endpoint = ["requests (>=2.28.1)"]
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 preview = ["cloudpickle (<3.0)", "google-cloud-logging (<4.0)"]
 private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
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+tokenization = ["sentencepiece (>=0.2.0)"]
 vizier = ["google-vizier (>=0.1.6)"]
 xai = ["tensorflow (>=2.3.0,<3.0.0dev)"]
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.23.1"
+version = "3.25.0"
 description = "Google BigQuery API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-cloud-bigquery-3.25.0.tar.gz", hash = "sha256:5b2aff3205a854481117436836ae1403f11f2594e6810a98886afd57eda28509"},
+    {file = "google_cloud_bigquery-3.25.0-py2.py3-none-any.whl", hash = "sha256:7f0c371bc74d2a7fb74dacbc00ac0f90c8c2bec2289b51dd6685a275873b1ce9"},
 ]
 
 [package.dependencies]
@@ -780,13 +781,13 @@ pyarrow = ["pyarrow (>=0.15.0)"]
 
 [[package]]
 name = "google-cloud-bigtable"
-version = "2.23.1"
+version = "2.24.0"
 description = "Google Cloud Bigtable API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "google_cloud_bigtable-2.23.1-py2.py3-none-any.whl", hash = "sha256:8a08f00b5401ae00452e01ab9ce31a04938ad4d5c899c65c13b039e9f59b2744"},
+    {file = "google-cloud-bigtable-2.24.0.tar.gz", hash = "sha256:ace75f62ca3c52d6619d4ff7aed982129cae508baf776d81b33313f4f9ea5ed4"},
+    {file = "google_cloud_bigtable-2.24.0-py2.py3-none-any.whl", hash = "sha256:09f35c1afcd57fec405ca5713919f09122a9beaf60a4f6952af6d4ac03065c91"},
 ]
 
 [package.dependencies]
@@ -873,13 +874,13 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4
 
 [[package]]
 name = "google-cloud-pubsub"
-version = "2.21.1"
+version = "2.21.5"
 description = "Google Cloud Pub/Sub API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-cloud-pubsub-2.21.1.tar.gz", hash = "sha256:31fcf07444b7f813a616c4b650e1fbf1dc998a088fe0059a76164855ac17f05c"},
-    {file = "google_cloud_pubsub-2.21.1-py2.py3-none-any.whl", hash = "sha256:55a3602ec45bc09626604d712032288a8ee3566145cb83523cff908938f69a4b"},
+    {file = "google-cloud-pubsub-2.21.5.tar.gz", hash = "sha256:4fa96e7f200359ccc49cf6657e31ac35f5e6e55d00fbb3cedfa672903cf75b24"},
+    {file = "google_cloud_pubsub-2.21.5-py2.py3-none-any.whl", hash = "sha256:fbd6b00a1e28ea47609b2a5562aeecbaf31ad9cf4f7a83f91c3605e869c6447c"},
 ]
 
 [package.dependencies]
@@ -889,20 +890,20 @@ grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 grpcio = ">=1.51.3,<2.0dev"
 grpcio-status = ">=1.33.2"
 proto-plus = ">=1.22.0,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
+protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
 [package.extras]
 libcst = ["libcst (>=0.3.10)"]
 
 [[package]]
 name = "google-cloud-pubsublite"
-version = "1.10.0"
+version = "1.11.0"
 description = "Google Cloud Pubsublite API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "google_cloud_pubsublite-1.10.0-py2.py3-none-any.whl", hash = "sha256:1f90d27fa56ccdd5ab10bf375248645202a0efd1f2809ca072971aa044f54036"},
+    {file = "google-cloud-pubsublite-1.11.0.tar.gz", hash = "sha256:5bc89ee4d322dc530d6605f48240e63cc994ff686111d4bc386375a62cf255d2"},
+    {file = "google_cloud_pubsublite-1.11.0-py2.py3-none-any.whl", hash = "sha256:af8267d350771b6f86771ddf0c81527842b868443d5e430c9d60433961c02281"},
 ]
 
 [package.dependencies]
@@ -949,13 +950,12 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4
 
 [[package]]
 name = "google-cloud-spanner"
-version = "3.46.0"
+version = "3.47.0"
 description = "Google Cloud Spanner API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-cloud-spanner-3.46.0.tar.gz", hash = "sha256:b0987f54ba9e55b8a6800bc8daf74d16fbc5094e90f83ad0178027f20820d06f"},
-    {file = "google_cloud_spanner-3.46.0-py2.py3-none-any.whl", hash = "sha256:8680a29c90c519194ec7bc5732cae17c2435f147fba4220efc731632e9ba9230"},
+    {file = "google_cloud_spanner-3.47.0-py2.py3-none-any.whl", hash = "sha256:b05fa4ffccf08af3f32c3c5c77edd1486a76ddbd42db8ad8865830fab3cfda80"},
 ]
 
 [package.dependencies]
@@ -964,7 +964,7 @@ google-cloud-core = ">=1.4.4,<3.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 grpc-interceptor = ">=0.15.4"
 proto-plus = ">=1.22.0,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
+protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 sqlparse = ">=0.4.4"
 
 [package.extras]
@@ -973,13 +973,13 @@ tracing = ["opentelemetry-api (>=1.1.0)", "opentelemetry-instrumentation (>=0.20
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.16.0"
+version = "2.17.0"
 description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "google_cloud_storage-2.16.0-py2.py3-none-any.whl", hash = "sha256:91a06b96fb79cf9cdfb4e759f178ce11ea885c79938f89590344d079305f5852"},
+    {file = "google-cloud-storage-2.17.0.tar.gz", hash = "sha256:49378abff54ef656b52dca5ef0f2eba9aa83dc2b2c72c78714b03a1a95fe9388"},
+    {file = "google_cloud_storage-2.17.0-py2.py3-none-any.whl", hash = "sha256:5b393bc766b7a3bc6f5407b9e665b2450d36282614b7945e570b3480a456d1e1"},
 ]
 
 [package.dependencies]
@@ -1109,13 +1109,13 @@ testing = ["pytest"]
 
 [[package]]
 name = "google-resumable-media"
-version = "2.7.0"
+version = "2.7.1"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">=3.7"
 files = [
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-    {file = "google_resumable_media-2.7.0-py2.py3-none-any.whl", hash = "sha256:79543cfe433b63fd81c0844b7803aba1bb8950b47bedf7d980c38fa123937e08"},
+    {file = "google-resumable-media-2.7.1.tar.gz", hash = "sha256:eae451a7b2e2cdbaaa0fd2eb00cc8a1ee5e95e16b55597359cbc3d27d7d90e33"},
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 ]
 
 [package.dependencies]
@@ -1127,37 +1127,37 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.63.0"
+version = "1.63.2"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 grpcio = {version = ">=1.44.0,<2.0.0.dev0", optional = true, markers = "extra == \"grpc\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 
 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpc-google-iam-v1"
-version = "0.13.0"
+version = "0.13.1"
 description = "IAM API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 googleapis-common-protos = {version = ">=1.56.0,<2.0.0dev", extras = ["grpc"]}
 grpcio = ">=1.44.0,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
 [[package]]
 name = "grpc-interceptor"
@@ -1178,61 +1178,61 @@ testing = ["protobuf (>=4.21.9)"]
 
 [[package]]
 name = "grpcio"
-version = "1.64.0"
+version = "1.64.1"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pymongo-4.8.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:9097c331577cecf8034422956daaba7ec74c26f7b255d718c584faddd7fa2e3c"},
+    {file = "pymongo-4.8.0-cp39-cp39-win32.whl", hash = "sha256:d5428dbcd43d02f6306e1c3c95f692f68b284e6ee5390292242f509004c9e3a8"},
+    {file = "pymongo-4.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:ef7225755ed27bfdb18730c68f6cb023d06c28f2b734597480fb4c0e500feb6f"},
+    {file = "pymongo-4.8.0.tar.gz", hash = "sha256:454f2295875744dc70f1881e4b2eb99cdad008a33574bc8aaf120530f66c0cde"},
 ]
 
 [package.dependencies]
@@ -2049,6 +2123,7 @@ dnspython = ">=1.16.0,<3.0.0"
 
 [package.extras]
 aws = ["pymongo-auth-aws (>=1.1.0,<2.0.0)"]
+docs = ["furo (==2023.9.10)", "readthedocs-sphinx-search (>=0.3,<1.0)", "sphinx (>=5.3,<8)", "sphinx-rtd-theme (>=2,<3)", "sphinxcontrib-shellcheck (>=1,<2)"]
 encryption = ["certifi", "pymongo-auth-aws (>=1.1.0,<2.0.0)", "pymongocrypt (>=1.6.0,<2.0.0)"]
 gssapi = ["pykerberos", "winkerberos (>=0.5.0)"]
 ocsp = ["certifi", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
@@ -2249,13 +2324,13 @@ files = [
 
 [[package]]
 name = "redis"
-version = "5.0.4"
+version = "5.0.7"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "redis-5.0.4-py3-none-any.whl", hash = "sha256:7adc2835c7a9b5033b7ad8f8918d09b7344188228809c98df07af226d39dec91"},
-    {file = "redis-5.0.4.tar.gz", hash = "sha256:ec31f2ed9675cc54c21ba854cfe0462e6faf1d83c8ce5944709db8a4700b9c61"},
+    {file = "redis-5.0.7-py3-none-any.whl", hash = "sha256:0e479e24da960c690be5d9b96d21f7b918a98c0cf49af3b6fafaa0753f93a0db"},
+    {file = "redis-5.0.7.tar.gz", hash = "sha256:8f611490b93c8109b50adc317b31bfd84fff31def3475b92e7e80bf39f48175b"},
 ]
 
 [package.dependencies]
@@ -2370,13 +2445,13 @@ files = [
 
 [[package]]
 name = "requests"
-version = "2.32.2"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "requests-2.32.2-py3-none-any.whl", hash = "sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c"},
-    {file = "requests-2.32.2.tar.gz", hash = "sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289"},
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
 ]
 
 [package.dependencies]
@@ -2389,6 +2464,17 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "roman"
+version = "4.2"
+description = "Integer to Roman numerals converter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "roman-4.2-py3-none-any.whl", hash = "sha256:dc3564330fba3cd06b108edc694500609830169e3479706eb1ee7f0c197e4b6c"},
+    {file = "roman-4.2.tar.gz", hash = "sha256:05f335a1b2b0824f827ed42fff84b35909aab9013799145ed4508bdd4fa3b385"},
+]
+
 [[package]]
 name = "rpds-py"
 version = "0.18.1"
@@ -2568,6 +2654,25 @@ numpy = ">=1.14,<3"
 docs = ["matplotlib", "numpydoc (==1.1.*)", "sphinx", "sphinx-book-theme", "sphinx-remove-toctrees"]
 test = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "shipdataprocess"
+version = "0.8.6"
+description = "Useful modules to process vessel data"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "shipdataprocess-0.8.6-py2.py3-none-any.whl", hash = "sha256:68c96e2009421d23c4854e18fbc2ee394c3af088d6451f7bf3d092e266511db9"},
+    {file = "shipdataprocess-0.8.6.tar.gz", hash = "sha256:653b6f1a15b47b931524b8417f3e8db89369bfcb37fcb59dffba1fc0736474f1"},
+]
+
+[package.dependencies]
+pytest = "*"
+roman = "*"
+unidecode = "*"
+
+[package.extras]
+test = ["pytest"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -2621,13 +2726,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
-    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -2658,15 +2763,26 @@ tzdata = {version = "*", markers = "platform_system == \"Windows\""}
 [package.extras]
 devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
 
+[[package]]
+name = "unidecode"
+version = "1.3.8"
+description = "ASCII transliterations of Unicode text"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "Unidecode-1.3.8-py3-none-any.whl", hash = "sha256:d130a61ce6696f8148a3bd8fe779c99adeb4b870584eeb9526584e9aa091fd39"},
+    {file = "Unidecode-1.3.8.tar.gz", hash = "sha256:cfdb349d46ed3873ece4586b96aa75258726e2fa8ec21d6f00a591d98806c2f4"},
+]
+
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
-    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
 ]
 
 [package.extras]
@@ -2755,4 +2871,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "e794aa6c5d13bb8e2f8acd7cc3211a0bca175880a0d7eda97542a79e2083a8b2"
+content-hash = "04d7b07df6edeb18a22cc9889f19e4b0e7a368db37849a6edfb9a7c6148ae59a"
diff --git a/packages/pipe-vms-ingestion/pyproject-build.toml b/packages/pipe-vms-ingestion/pyproject-build.toml
index 96097ff..ba4767e 100644
--- a/packages/pipe-vms-ingestion/pyproject-build.toml
+++ b/packages/pipe-vms-ingestion/pyproject-build.toml
@@ -27,6 +27,8 @@ packages = [
   python = ">=3.9,<3.11"
   apache-beam = {extras = ["gcp"], version = "2.56.0"}
   jinja2 = "^3.0.3"
+  shipdataprocess = "0.8.6"
+  pandas = "^2.2.2"
 
   [tool.poetry.group.dev.dependencies]
   autopep8 = "2.0.2"
diff --git a/packages/pipe-vms-ingestion/pyproject.toml b/packages/pipe-vms-ingestion/pyproject.toml
index 59fea7d..01a7d37 100644
--- a/packages/pipe-vms-ingestion/pyproject.toml
+++ b/packages/pipe-vms-ingestion/pyproject.toml
@@ -24,6 +24,8 @@ readme = 'README.md'
   python = ">=3.9,<3.11"
   apache-beam = {extras = ["gcp"], version = "2.56.0"}
   jinja2 = "^3.0.3"
+  shipdataprocess = "0.8.6"
+  pandas = "^2.2.2"
 
     [tool.poetry.dependencies.bigquery]
     path = "../libs/bigquery"
diff --git a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_bra_normalize.py b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_bra_normalize.py
index cd0026c..2dd4806 100644
--- a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_bra_normalize.py
+++ b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_bra_normalize.py
@@ -13,7 +13,13 @@
 class TestBRANormalize(unittest.TestCase):
 
     options = build_pipeline_options_with_defaults(
-        argv=["--country_code=bra", '--source=""', '--destination=""', '--start_date=""', '--end_date=""']
+        argv=[
+            "--country_code=bra",
+            '--source=""',
+            '--destination=""',
+            '--start_date=""',
+            '--end_date=""',
+        ]
     )
 
     # Our input data, which will make up the initial PCollection.
@@ -34,7 +40,7 @@ class TestBRANormalize(unittest.TestCase):
     # Our output data, which is the expected data that the final PCollection must match.
     EXPECTED = [
         {
-            "msgid": "bb84c21c72cb41d85d724245b52cf2ab",
+            "msgid": "5411260da7a997217b865007b51e7295",
             "source": "ONYXSAT_BRAZIL_VMS",
             "source_type": "VMS",
             "source_tenant": "BRA",
@@ -43,18 +49,18 @@ class TestBRANormalize(unittest.TestCase):
             "source_ssvid": "4961089",
             "type": "VMS",
             "internal_id": "4961089",
-            "ssvid": "BRA|i:4961089|s:Cibradep X",
+            "ssvid": "BRA|i:4961089|s:CIBRADEP10",
             "timestamp": datetime.fromisoformat("2024-05-01 05:35:45+00:00"),
             "lat": -1.21861112117767,
             "lon": -48.4911117553711,
             "speed": 9.1792656587473,
             "course": 192.0,
             "heading": None,
-            "shipname": "Cibradep X",
+            "shipname": "CIBRADEP X",
             "callsign": None,
             "destination": None,
             "imo": None,
-            "shiptype": "fishing",
+            "shiptype": "FISHING",
             "receiver_type": None,
             "receiver": None,
             "length": None,
@@ -63,7 +69,9 @@ class TestBRANormalize(unittest.TestCase):
             "class_b_cs_flag": None,
             "received_at": None,
             "ingested_at": None,
-            "timestamp_date": datetime.date(datetime.fromisoformat("2024-05-01 05:35:45+00:00")),
+            "timestamp_date": datetime.date(
+                datetime.fromisoformat("2024-05-01 05:35:45+00:00")
+            ),
         }
     ]
 
@@ -78,4 +86,6 @@ def test_normalize(self):
             output: pvalue.PCollection = input | BRANormalize(feed="bra")
 
             # Assert that the output PCollection matches the EXPECTED data.
-            assert_that(output, pcol_equal_to(TestBRANormalize.EXPECTED), label="CheckOutput")
+            assert_that(
+                output, pcol_equal_to(TestBRANormalize.EXPECTED), label="CheckOutput"
+            )
diff --git a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_chl_normalize.py b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_chl_normalize.py
index 67136ad..8e50c28 100644
--- a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_chl_normalize.py
+++ b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_chl_normalize.py
@@ -13,7 +13,13 @@
 class TestCHLNormalize(unittest.TestCase):
 
     options = build_pipeline_options_with_defaults(
-        argv=["--country_code=chl", '--source=""', '--destination=""', '--start_date=""', '--end_date=""']
+        argv=[
+            "--country_code=chl",
+            '--source=""',
+            '--destination=""',
+            '--start_date=""',
+            '--end_date=""',
+        ]
     )
 
     # Our input data, which will make up the initial PCollection.
@@ -33,15 +39,15 @@ class TestCHLNormalize(unittest.TestCase):
     # Our output data, which is the expected data that the final PCollection must match.
     EXPECTED = [
         {
-            "msgid": "1d4e4dde1f0178df0f396c14587feb04",
-            "source": "chile_vms_some_fleet",
+            "msgid": "c8de2f410ae274c94fbd6583f722fc6b",
+            "source": "CHILE_VMS_SOME_FLEET",
             "source_type": "VMS",
             "source_tenant": "CHL",
             "source_provider": "SERNAPESCA",
-            "source_fleet": "some_fleet",
+            "source_fleet": "SOME_FLEET",
             "source_ssvid": None,
             "type": "VMS",
-            "ssvid": "CHL|s:AUSTRAL TRAVELER|c:ABC123",
+            "ssvid": "CHL|s:AUSTRALTRAVELER|c:ABC123",
             "timestamp": datetime.fromisoformat("2020-01-01 20:23:01+00:00"),
             "lat": -52.546,
             "lon": -71.947,
@@ -62,7 +68,9 @@ class TestCHLNormalize(unittest.TestCase):
             "class_b_cs_flag": None,
             "received_at": None,
             "ingested_at": None,
-            "timestamp_date": datetime.date(datetime.fromisoformat("2020-01-01 20:23:01+00:00")),
+            "timestamp_date": datetime.date(
+                datetime.fromisoformat("2020-01-01 20:23:01+00:00")
+            ),
         }
     ]
 
@@ -77,4 +85,6 @@ def test_normalize(self):
             output: pvalue.PCollection = input | CHLNormalize(feed="chl")
 
             # Assert that the output PCollection matches the EXPECTED data.
-            assert_that(output, pcol_equal_to(TestCHLNormalize.EXPECTED), label="CheckOutput")
+            assert_that(
+                output, pcol_equal_to(TestCHLNormalize.EXPECTED), label="CheckOutput"
+            )
diff --git a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_cri_normalize.py b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_cri_normalize.py
index 669e1a7..7896867 100644
--- a/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_cri_normalize.py
+++ b/packages/pipe-vms-ingestion/tests/vms_ingestion/normalization/feeds/test_cri_normalize.py
@@ -13,7 +13,13 @@
 class TestCRINormalize(unittest.TestCase):
 
     options = build_pipeline_options_with_defaults(
-        argv=["--country_code=cri", '--source=""', '--destination=""', '--start_date=""', '--end_date=""']
+        argv=[
+            "--country_code=cri",
+            '--source=""',
+            '--destination=""',
+            '--start_date=""',
+            '--end_date=""',
+        ]
     )
 
     # Our input data, which will make up the initial PCollection.
@@ -51,24 +57,26 @@ class TestCRINormalize(unittest.TestCase):
             "lat": 9.9798,
             "length": None,
             "lon": -84.8221,
-            "msgid": "758d0202a1b6b7166ddb9851e6731091",
+            "msgid": "0df1eb16d80e0b61fb9639177b3c71fb",
             "received_at": None,
             "receiver": None,
             "receiver_type": None,
             "registry_number": None,
             "shipname": "K'IN",
             "shiptype": None,
-            "source": "costarica_vms_sardineros",
-            "source_fleet": "sardineros",
+            "source": "COSTARICA_VMS_SARDINEROS",
+            "source_fleet": "SARDINEROS",
             "source_provider": "INCOPESCA",
             "source_tenant": "CRI",
             "source_ssvid": None,
             "source_type": "VMS",
             "speed": 0.0,
-            "ssvid": "CRI|s:K'IN",
+            "ssvid": "CRI|s:KIN",
             "status": None,
             "timestamp": datetime.fromisoformat("2024-05-01 12:15:01+00:00"),
-            "timestamp_date": datetime.date(datetime.fromisoformat("2024-05-01 12:15:01+00:00")),
+            "timestamp_date": datetime.date(
+                datetime.fromisoformat("2024-05-01 12:15:01+00:00")
+            ),
             "type": "VMS",
             "width": None,
         },
@@ -85,4 +93,6 @@ def test_normalize(self):
             output: pvalue.PCollection = input | CRINormalize(feed="cri")
 
             # Assert that the output PCollection matches the EXPECTED data.
-            assert_that(output, pcol_equal_to(TestCRINormalize.EXPECTED), label="CheckOutput")
+            assert_that(
+                output, pcol_equal_to(TestCRINormalize.EXPECTED), label="CheckOutput"
+            )
diff --git a/packages/pipe-vms-ingestion/vms_ingestion/normalization/transforms/map_normalized_message.py b/packages/pipe-vms-ingestion/vms_ingestion/normalization/transforms/map_normalized_message.py
index 7040797..45ff5ea 100644
--- a/packages/pipe-vms-ingestion/vms_ingestion/normalization/transforms/map_normalized_message.py
+++ b/packages/pipe-vms-ingestion/vms_ingestion/normalization/transforms/map_normalized_message.py
@@ -1,6 +1,12 @@
 from datetime import datetime
 
 import apache_beam as beam
+from shipdataprocess.normalize import normalize_callsign, normalize_shipname
+from shipdataprocess.standardize import (
+    standardize_imo,
+    standardize_int_str,
+    standardize_str,
+)
 from vms_ingestion.normalization.transforms.calculate_msgid import get_message_id
 from vms_ingestion.normalization.transforms.calculate_ssvid import encode_ssvid
 
@@ -9,33 +15,33 @@ def map_normalized_message(msg, feed, source_provider, source_format):
     result = {
         **msg,
         "source_type": "VMS",
-        "source_tenant": feed.upper(),
-        "source_provider": source_provider,
-        "source_fleet": msg.get("fleet"),
+        "source_tenant": standardize_str(feed),
+        "source_provider": standardize_str(source_provider),
+        "source_fleet": standardize_str(msg.get("fleet")),
         "source_ssvid": msg.get("internal_id"),
-        "type": msg.get("type", "VMS"),
+        "type": standardize_str(msg.get("type", "VMS")),
         "timestamp": msg["timestamp"],
         "lat": msg["lat"],
         "lon": msg["lon"],
         "speed": msg.get("speed"),
         "course": msg.get("course"),
         "heading": msg.get("heading"),
-        "shipname": msg["shipname"],
-        "callsign": msg["callsign"] if msg["callsign"] else None,
+        "shipname": standardize_str(msg["shipname"]),
+        "callsign": standardize_str(msg["callsign"]) if msg["callsign"] else None,
         "destination": msg.get("destination"),
-        "imo": msg.get("imo"),
-        "shiptype": msg.get("shiptype"),
+        "imo": standardize_imo(msg.get("imo")),
+        "shiptype": standardize_str(msg.get("shiptype")),
         "receiver_type": msg.get("receiver_type"),
         "receiver": msg.get("receiver"),
         "length": msg.get("length"),
         "width": msg.get("width"),
-        "status": msg.get("status"),
-        "class_b_cs_flag": msg.get("class_b_cs_flag"),
+        "status": standardize_int_str(msg.get("status")),
+        "class_b_cs_flag": standardize_int_str(msg.get("class_b_cs_flag")),
         "received_at": msg.get("received_at"),
         "ingested_at": msg.get("ingested_at"),
         "timestamp_date": datetime.date(msg["timestamp"]),
     }
-    return {**result, "source": source_format.format(**result)}
+    return {**result, "source": standardize_str(source_format.format(**result))}
 
 
 class MapNormalizedMessage(beam.PTransform):
@@ -46,7 +52,12 @@ def __init__(self, feed, source_provider, source_format):
         self.source_format = source_format
 
     def expand(self, pcoll):
-        return pcoll | self.map_normalized_message() | self.calculate_ssvid() | self.calculate_message_id()
+        return (
+            pcoll
+            | self.map_normalized_message()
+            | self.calculate_ssvid()
+            | self.calculate_message_id()
+        )
 
     def map_normalized_message(self):
         return beam.Map(
@@ -81,8 +92,8 @@ def calculate_ssvid(self):
                 "ssvid": encode_ssvid(
                     country=msg["source_tenant"],
                     internal_id=msg.get("internal_id"),
-                    shipname=msg.get("shipname"),
-                    callsign=msg.get("callsign"),
+                    shipname=normalize_shipname(msg.get("shipname")),
+                    callsign=normalize_callsign(msg.get("callsign")),
                     licence=msg.get("licence"),
                 ),
             }