diff --git a/.gitignore b/.gitignore
index 843be59..b3a45a9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,3 +4,4 @@ bufr_messages/
 website/deploy/gts_regional.html
 website/deploy/gts_atn.html
 /website/deploy/asset_inventory.html
+.ipynb_checkpoints/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ad3dcdf..d7e862d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,7 +9,7 @@ repos:
     - id: check-added-large-files
 
 - repo: https://github.com/psf/black
-  rev: 24.1.1
+  rev: 24.3.0
   hooks:
   - id: black
     language_version: python3
@@ -25,7 +25,7 @@ repos:
     - id: add-trailing-comma
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.2.1
+  rev: v0.3.5
   hooks:
     - id: ruff
 
diff --git a/conda-lock.yml b/conda-lock.yml
index 3f8f5a1..914a583 100644
--- a/conda-lock.yml
+++ b/conda-lock.yml
@@ -465,7 +465,7 @@ package:
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.14
+  version: 0.7.15
   manager: conda
   platform: linux-64
   dependencies:
@@ -475,14 +475,14 @@ package:
     aws-c-io: '>=0.14.3,<0.14.4.0a0'
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.14-h70caa3e_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.15-h70caa3e_0.conda
   hash:
-    md5: bcf273598ba3626de3a2a33dfcc1498d
-    sha256: 687099ea218e0ddf49a402974b2610e0f0cf3d63fda0400c1471df965ec84820
+    md5: ac982c47c6439386e10afb4e0fe0d3e0
+    sha256: cf41dfba66b1484c9e4e852b75f1f218dbcc93d77fb3e14c8bc4a8526c65ee6f
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.14
+  version: 0.7.15
   manager: conda
   platform: osx-64
   dependencies:
@@ -491,14 +491,14 @@ package:
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
     aws-c-io: '>=0.14.3,<0.14.4.0a0'
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-auth-0.7.14-hfc9c217_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-auth-0.7.15-hfc9c217_0.conda
   hash:
-    md5: 9418b43aff594d953c0bbbc63e02a058
-    sha256: f5abad09e09043a9474a8e70b07765c8d8ca76dca448b278987fe70ff1ae33f3
+    md5: 79f9353cf289c077fe625f2ad231f434
+    sha256: 79e0eaa85281676c61de3e122d46433e53024b8d3df2a9a0ebe1099e1ea51a1e
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.14
+  version: 0.7.15
   manager: conda
   platform: osx-arm64
   dependencies:
@@ -507,14 +507,14 @@ package:
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
     aws-c-io: '>=0.14.3,<0.14.4.0a0'
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.14-h8117f06_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.15-h8117f06_0.conda
   hash:
-    md5: 8974f0b358debe2bf47c474708073b86
-    sha256: 6c42ae3a872aa105910d569d6780b20e1483aab32dd9beaccac0f6679d885f57
+    md5: fde7d3627a8c2b080fad5022c7609ce1
+    sha256: 20c64bb6d04c90675c0d678e23aab16db65eb99aeb51313e3696a3be8c2324dc
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.7.14
+  version: 0.7.15
   manager: conda
   platform: win-64
   dependencies:
@@ -526,10 +526,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.14-ha04060b_3.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.15-ha04060b_0.conda
   hash:
-    md5: 357ff5d1c1a85022d7a808f7f052be05
-    sha256: 0470f17b9407fdaa32f1b3c75dc39af5b9004e8a9a7aa493c37d1dcecb8e8b4e
+    md5: 4ccf7bab3b1aac6c8a6f462222b1cb54
+    sha256: bfe53fae24d4eebb5818098ca8d1ca7952badef9e50be3494da483658a18275d
   category: main
   optional: false
 - name: aws-c-cal
@@ -934,7 +934,7 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
@@ -942,10 +942,10 @@ package:
     aws-checksums: '>=0.1.17,<0.1.18.0a0'
     libgcc-ng: '>=12'
     openssl: '>=3.2.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.5.0-hb337f33_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.5.0-h1b46bed_2.conda
   hash:
-    md5: 5a79a179185e87891d43530a49fea2c6
-    sha256: 5bada2c121adffcb803a1b1d830051f092203f7de5470e0e42dfb56d799db509
+    md5: cbbdaaec72d302636a64a3fcaa3a72c7
+    sha256: 48924ea5282d6ac8481eb9cfb3b370d77746c932920cfaa7ee090ab81f25f32e
   category: main
   optional: false
 - name: aws-c-s3
@@ -953,16 +953,16 @@ package:
   manager: conda
   platform: osx-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
     aws-c-io: '>=0.14.3,<0.14.4.0a0'
     aws-checksums: '>=0.1.17,<0.1.18.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-s3-0.5.0-h4b43a42_1.conda
+  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-s3-0.5.0-h04e2de8_2.conda
   hash:
-    md5: b6d5c85e50f7d6a0856d3430b80cb7ea
-    sha256: aa488082a7d23d9a09bbccbec589c32d589bacb5023dfe9af9800e072d9b9e78
+    md5: d4a246c2ba4da1e2903c24d3591de5e5
+    sha256: 79065c5e9a23f9a1284ecdd4f5b169528de99002b569f67e2f5a0386439e9345
   category: main
   optional: false
 - name: aws-c-s3
@@ -970,16 +970,16 @@ package:
   manager: conda
   platform: osx-arm64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
     aws-c-io: '>=0.14.3,<0.14.4.0a0'
     aws-checksums: '>=0.1.17,<0.1.18.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-s3-0.5.0-h82332b0_1.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-s3-0.5.0-hbb97ff1_2.conda
   hash:
-    md5: 7757e3031af32d53c663604db6427a8d
-    sha256: e301a3e3b5d59cee03fe1153a52c913b938eac1b950dc52354214984e053d2f8
+    md5: 1280957e82a26f87449e298279a3ed47
+    sha256: 1f9ced97a9db3faa1a4000728c97deb1b7aff61c2479007f6378a2abbb8dfb32
   category: main
   optional: false
 - name: aws-c-s3
@@ -987,7 +987,7 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-http: '>=0.8.0,<0.8.1.0a0'
@@ -996,10 +996,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.5.0-h623a383_1.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.5.0-h582d114_2.conda
   hash:
-    md5: 87f4635a522cec07e29de42ac7616f0b
-    sha256: f2a50d5a6bb4e5f8358a022b93886a32af2e02db1677964991d9d4bd00d8b6a3
+    md5: a4e4cbf2682c90361d1d41746dea4a06
+    sha256: 5e5ba602345afb829118b0c05729fb1ebebe801bc905e6ae659852082ecbfb54
   category: main
   optional: false
 - name: aws-c-sdkutils
@@ -1111,7 +1111,7 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-event-stream: '>=0.4.1,<0.4.2.0a0'
@@ -1122,10 +1122,10 @@ package:
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.1-h0637f07_8.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.1-h33f84b2_9.conda
   hash:
-    md5: dcf0d0d5d3522dd8ed1081d6fca9cca8
-    sha256: 1eaf4b607f0fddd9917881e15db5e2530cd4a4bcb9619c9109672dcc96487b08
+    md5: feff02dd51629ad703677c28eaf03a1e
+    sha256: b2fac52808753136a6f17274f0bd63a5dfe9a4278e1a35749cb288a650560949
   category: main
   optional: false
 - name: aws-crt-cpp
@@ -1133,7 +1133,7 @@ package:
   manager: conda
   platform: osx-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-event-stream: '>=0.4.1,<0.4.2.0a0'
@@ -1142,11 +1142,11 @@ package:
     aws-c-mqtt: '>=0.10.1,<0.10.2.0a0'
     aws-c-s3: '>=0.5.0,<0.5.1.0a0'
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-    libcxx: '>=15'
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-crt-cpp-0.26.1-had021ca_8.conda
+    libcxx: '>=16'
+  url: https://conda.anaconda.org/conda-forge/osx-64/aws-crt-cpp-0.26.1-h7fdfd8c_9.conda
   hash:
-    md5: 7bf17521e118fffdecce4b645a0fb6fc
-    sha256: 427d623ae15280d7e14b6ed3b285ccbf678dc3166e1c495884e86b12c2701c1b
+    md5: 1fa198953547cb20b320e46f05441f94
+    sha256: c9fc648d81ca75336dfda7ad2c063ddf02dba4ff58638429b94ac09670ba1de2
   category: main
   optional: false
 - name: aws-crt-cpp
@@ -1154,7 +1154,7 @@ package:
   manager: conda
   platform: osx-arm64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-event-stream: '>=0.4.1,<0.4.2.0a0'
@@ -1163,11 +1163,11 @@ package:
     aws-c-mqtt: '>=0.10.1,<0.10.2.0a0'
     aws-c-s3: '>=0.5.0,<0.5.1.0a0'
     aws-c-sdkutils: '>=0.1.14,<0.1.15.0a0'
-    libcxx: '>=15'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-crt-cpp-0.26.1-h84a144a_8.conda
+    libcxx: '>=16'
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-crt-cpp-0.26.1-h9b04f48_9.conda
   hash:
-    md5: cd8c59043fcc4aad4be99aa0ea24346c
-    sha256: 7472b0878063b85521773341a363c314b0570e9bf161acdecdc3272cd6395162
+    md5: b2a0fc7aabfea5a7928a7ed62bfce4ba
+    sha256: 4ce5340cc166a472d245d58aa8c39ce8ac6c50c52cda94bb1c719ac15ab8fe0a
   category: main
   optional: false
 - name: aws-crt-cpp
@@ -1175,7 +1175,7 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-auth: '>=0.7.14,<0.7.15.0a0'
+    aws-c-auth: '>=0.7.15,<0.7.16.0a0'
     aws-c-cal: '>=0.6.9,<0.6.10.0a0'
     aws-c-common: '>=0.9.12,<0.9.13.0a0'
     aws-c-event-stream: '>=0.4.1,<0.4.2.0a0'
@@ -1187,10 +1187,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-crt-cpp-0.26.1-hb490d84_8.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-crt-cpp-0.26.1-he292853_9.conda
   hash:
-    md5: cad6081fdee7a0849adfc05554567242
-    sha256: 328a1a1127bbb4b684e12282268366a9f230c5cbbbd481888565aa56b6138cbb
+    md5: 87f5ff668914300698910967ee3e1272
+    sha256: 8480414b2b254f68b27151280d922592f38be0647d45262669684af2aa6072a9
   category: main
   optional: false
 - name: aws-sdk-cpp
@@ -2521,6 +2521,74 @@ package:
     sha256: 20cae47d31fdd58d99c4d2e65fbdcefa0b0de0c84e455ba9d6356a4bdbc4b5b9
   category: main
   optional: false
+- name: ckanapi
+  version: '4.7'
+  manager: conda
+  platform: linux-64
+  dependencies:
+    docopt: ''
+    python: '>=3.6'
+    python-slugify: '>=1.0'
+    requests: ''
+    setuptools: ''
+    six: '>=1.9,<2.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/ckanapi-4.7-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: ecefe50fd11ac11bea0f54e4a1123f78
+    sha256: 07e88a74daa9f6134e3ccf1f30f7b5ec8234c6292702705c8b1fb39eff328f26
+  category: main
+  optional: false
+- name: ckanapi
+  version: '4.7'
+  manager: conda
+  platform: osx-64
+  dependencies:
+    requests: ''
+    setuptools: ''
+    docopt: ''
+    python: '>=3.6'
+    six: '>=1.9,<2.0'
+    python-slugify: '>=1.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/ckanapi-4.7-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: ecefe50fd11ac11bea0f54e4a1123f78
+    sha256: 07e88a74daa9f6134e3ccf1f30f7b5ec8234c6292702705c8b1fb39eff328f26
+  category: main
+  optional: false
+- name: ckanapi
+  version: '4.7'
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    requests: ''
+    setuptools: ''
+    docopt: ''
+    python: '>=3.6'
+    six: '>=1.9,<2.0'
+    python-slugify: '>=1.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/ckanapi-4.7-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: ecefe50fd11ac11bea0f54e4a1123f78
+    sha256: 07e88a74daa9f6134e3ccf1f30f7b5ec8234c6292702705c8b1fb39eff328f26
+  category: main
+  optional: false
+- name: ckanapi
+  version: '4.7'
+  manager: conda
+  platform: win-64
+  dependencies:
+    requests: ''
+    setuptools: ''
+    docopt: ''
+    python: '>=3.6'
+    six: '>=1.9,<2.0'
+    python-slugify: '>=1.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/ckanapi-4.7-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: ecefe50fd11ac11bea0f54e4a1123f78
+    sha256: 07e88a74daa9f6134e3ccf1f30f7b5ec8234c6292702705c8b1fb39eff328f26
+  category: main
+  optional: false
 - name: click
   version: 8.1.7
   manager: conda
@@ -2843,6 +2911,71 @@ package:
     sha256: 75a9369a76ab7af83bc17583f8fd5f2db2b33a1d937e3802aac4229c19956822
   category: main
   optional: false
+- name: cryptography
+  version: 42.0.2
+  manager: conda
+  platform: linux-64
+  dependencies:
+    cffi: '>=1.12'
+    libgcc-ng: '>=12'
+    openssl: '>=3.1.5,<4.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/linux-64/cryptography-42.0.2-py312h4742d6a_0.conda
+  hash:
+    md5: 4c0d8028965cbef03ee9e08eaed9f6cf
+    sha256: bb749d84d13de3f0fbbca90666af9458c50c195d1179c4e977959458566c24be
+  category: main
+  optional: false
+- name: cryptography
+  version: 42.0.2
+  manager: conda
+  platform: osx-64
+  dependencies:
+    __osx: '>=10.12'
+    cffi: '>=1.12'
+    openssl: '>=3.1.5,<4.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-64/cryptography-42.0.2-py312h8c97cfe_0.conda
+  hash:
+    md5: 58835734da16ea54a5cd831efe2d5bd9
+    sha256: 317f241b435094ab57964f3256ce6eb0f05ba0fc5601311e0c046ff031eb1d4a
+  category: main
+  optional: false
+- name: cryptography
+  version: 42.0.2
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    cffi: '>=1.12'
+    openssl: '>=3.1.5,<4.0a0'
+    python: '>=3.12,<3.13.0a0'
+    python_abi: 3.12.*
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/cryptography-42.0.2-py312he87677a_0.conda
+  hash:
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   category: main
   optional: false
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   category: main
   optional: false
+- name: fake-useragent
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+  manager: conda
+  platform: linux-64
+  dependencies:
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+  url: https://conda.anaconda.org/conda-forge/noarch/fake-useragent-1.4.0-pyhd8ed1ab_0.conda
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+  url: https://conda.anaconda.org/conda-forge/noarch/fake-useragent-1.4.0-pyhd8ed1ab_0.conda
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-  url: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.1.0-pyhd8ed1ab_0.conda
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-  url: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.1.0-pyhd8ed1ab_0.conda
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-  url: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.1.0-pyhd8ed1ab_0.conda
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   hash:
-    md5: 27ac1a237f0c9964afba717848811ba8
-    sha256: 77496bb1b15fe40bae1ca9a9841b906b66f212a534e7c4ef7878c82511c2d0e4
+    md5: 3c6f2dc59bcde87ee1de006f22ecc40a
+    sha256: e77d529803d11743306b57d871c1f168da0eaa5a405591a4a53139a9a10cda0c
   category: main
   optional: false
 - name: stack_data
@@ -16892,6 +17212,54 @@ package:
     sha256: 4353d8d2372ad050cbdab05890c057356ea8693ecfb959396ebb8ffdfc1948bf
   category: main
   optional: false
+- name: text-unidecode
+  version: '1.3'
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.4'
+  url: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_1.conda
+  hash:
+    md5: ba8aba332d8868897ce44ad74015a7fe
+    sha256: db64669a918dec8c744f80a85b9c82216b79298256c7c8bd19bdba54a02f8914
+  category: main
+  optional: false
+- name: text-unidecode
+  version: '1.3'
+  manager: conda
+  platform: osx-64
+  dependencies:
+    python: '>=3.4'
+  url: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_1.conda
+  hash:
+    md5: ba8aba332d8868897ce44ad74015a7fe
+    sha256: db64669a918dec8c744f80a85b9c82216b79298256c7c8bd19bdba54a02f8914
+  category: main
+  optional: false
+- name: text-unidecode
+  version: '1.3'
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.4'
+  url: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_1.conda
+  hash:
+    md5: ba8aba332d8868897ce44ad74015a7fe
+    sha256: db64669a918dec8c744f80a85b9c82216b79298256c7c8bd19bdba54a02f8914
+  category: main
+  optional: false
+- name: text-unidecode
+  version: '1.3'
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.4'
+  url: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_1.conda
+  hash:
+    md5: ba8aba332d8868897ce44ad74015a7fe
+    sha256: db64669a918dec8c744f80a85b9c82216b79298256c7c8bd19bdba54a02f8914
+  category: main
+  optional: false
 - name: threadpoolctl
   version: 3.2.0
   manager: conda
@@ -18025,51 +18393,51 @@ package:
   category: main
   optional: false
 - name: widgetsnbextension
-  version: 4.0.9
+  version: 4.0.10
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.10-pyhd8ed1ab_0.conda
   hash:
-    md5: 82617d07b2f5f5a96296d3c19684b37a
-    sha256: 35dd47b3c117cd759ac46da0b69064bebccd94862e795615ee65dbbe3e6cd86b
+    md5: 521f489e3babeddeec638c2add7e9e64
+    sha256: 981b06c76a1a86bb84be09522768be0458274926b22f4b0225dfcdd30a6593e0
   category: main
   optional: false
 - name: widgetsnbextension
-  version: 4.0.9
+  version: 4.0.10
   manager: conda
   platform: osx-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.10-pyhd8ed1ab_0.conda
   hash:
-    md5: 82617d07b2f5f5a96296d3c19684b37a
-    sha256: 35dd47b3c117cd759ac46da0b69064bebccd94862e795615ee65dbbe3e6cd86b
+    md5: 521f489e3babeddeec638c2add7e9e64
+    sha256: 981b06c76a1a86bb84be09522768be0458274926b22f4b0225dfcdd30a6593e0
   category: main
   optional: false
 - name: widgetsnbextension
-  version: 4.0.9
+  version: 4.0.10
   manager: conda
   platform: osx-arm64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.10-pyhd8ed1ab_0.conda
   hash:
-    md5: 82617d07b2f5f5a96296d3c19684b37a
-    sha256: 35dd47b3c117cd759ac46da0b69064bebccd94862e795615ee65dbbe3e6cd86b
+    md5: 521f489e3babeddeec638c2add7e9e64
+    sha256: 981b06c76a1a86bb84be09522768be0458274926b22f4b0225dfcdd30a6593e0
   category: main
   optional: false
 - name: widgetsnbextension
-  version: 4.0.9
+  version: 4.0.10
   manager: conda
   platform: win-64
   dependencies:
     python: '>=3.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.10-pyhd8ed1ab_0.conda
   hash:
-    md5: 82617d07b2f5f5a96296d3c19684b37a
-    sha256: 35dd47b3c117cd759ac46da0b69064bebccd94862e795615ee65dbbe3e6cd86b
+    md5: 521f489e3babeddeec638c2add7e9e64
+    sha256: 981b06c76a1a86bb84be09522768be0458274926b22f4b0225dfcdd30a6593e0
   category: main
   optional: false
 - name: win_inet_pton
diff --git a/environment.yml b/environment.yml
index 94d1da2..4e649be 100644
--- a/environment.yml
+++ b/environment.yml
@@ -4,7 +4,9 @@ channels:
 dependencies:
   - python=3.12
   - bs4
+  - ckanapi
   - eccodes
+  - fake-useragent
   - fiscalyear
   - geopandas>=0.13.2
   - jinja2
@@ -13,7 +15,8 @@ dependencies:
   - owslib
   - pandas
   - pdbufr
+  - pdfminer.six
+  - pyarrow
   - pytest
   - requests
   - suds
-  - pyarrow
diff --git a/ioos_metrics/ioos_metrics.py b/ioos_metrics/ioos_metrics.py
index 7dd39ca..be71cb8 100644
--- a/ioos_metrics/ioos_metrics.py
+++ b/ioos_metrics/ioos_metrics.py
@@ -3,18 +3,25 @@
 
 """
 
+import functools
 import io
+import logging
 import warnings
 
 import pandas as pd
 import requests
 from bs4 import BeautifulSoup
+from fake_useragent import UserAgent
 
+logging.basicConfig(filename="metric.log", encoding="utf-8", level=logging.DEBUG)
+
+ua = UserAgent()
 _HEADERS = {
-    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/102.0.0.0 Safari/537.36",
+    "User-Agent": ua.random,
 }
 
 
+@functools.lru_cache(maxsize=128)
 def previous_metrics():
     """
     Loads the previous metrics as a DataFrame for updating.
@@ -45,6 +52,26 @@ def previous_metrics():
     return df
 
 
+def _compare_metrics(column, num):
+    """
+    Compares last stored metric against the new one and report if it is up, down, or the same.
+
+    """
+    last_row = previous_metrics().iloc[-1]
+    date = last_row["date_UTC"]
+    if num is None:
+        return f"[{date}] : {column} failed."
+    old = last_row[column]
+    if old == num:
+        return f"[{date}] : {column} equal {num} = {old}."
+    elif num < old:
+        return f"[{date}] : {column} down {num} < {old}."
+    elif num > old:
+        return f"[{date}] : {column} up {num} > {old}."
+    else:
+        return f"[{date}] : {column} failed."
+
+
 def federal_partners():
     """
     ICOOS Act/COORA
@@ -60,6 +87,7 @@ def federal_partners():
     df = pd.read_html(io.StringIO(html))
     df_clean = df[1].drop(columns=[0, 2])
     df_fed_partners = pd.concat([df_clean[1], df_clean[3]]).dropna().reset_index()
+    logging.info(f"{df_fed_partners[0].to_string()=}")
     return df_fed_partners.shape[0]
 
 
@@ -96,7 +124,7 @@ def ngdac_gliders(start_date="2000-01-01", end_date="2023-12-31"):
     # Check if any value is NaN and report it.
     if df.isnull().sum().sum():
         rows = df.loc[df.isnull().sum(axis=1).astype(bool)]
-        warnings.warn(f"The following rows have missing data:\n{rows}")
+        logging.warning(f"The following rows have missing data:\n{rows}")
 
     df.dropna(
         axis=0,
@@ -136,12 +164,17 @@ def comt():
 
     for tag in soup.find_all("h2"):
         if tag.text == "Current Projects":
+            logging.info(f"{tag.next_sibling.find_all('li')=}")
             comt = len(tag.next_sibling.find_all("li"))
 
     return comt
 
 
 def regional_associations():
+    """
+    Finds the current IOOS Regional Associations.
+
+    """
     ras = 0
     url = "https://ioos.noaa.gov/regions/regions-at-a-glance/"
 
@@ -150,56 +183,263 @@ def regional_associations():
 
     for tag in soup.find_all("a"):
         if tag.find("strong") is not None:
-            ra = tag.find("strong").text
-            # TODO: change to log
-            # print(f"Found RA {ra}")
+            logging.info(f"{tag.find('strong').text=}")
             ras += 1
 
     return ras
 
 
+def regional_platforms():
+    """
+    Regional platforms are calculated from the annual IOOS asset inventory submitted by each Regional Association.
+    More information about the IOOS asset inventory can be found at https://github.com/ioos/ioos-asset-inventory
+
+    The data from 2020 can be found
+    [here](https://github.com/ioos/ioos-asset-inventory/tree/main/2020)
+    and is available on [ERDDAP](http://erddap.ioos.us/erddap/tabledap/processed_asset_inventory.html).
+
+    """
+
+    url = "https://erddap.ioos.us/erddap/tabledap/processed_asset_inventory.json?station_long_name&distinct()"
+    df = pd.read_json(url)
+    return len(df.loc["rows"].iloc[0])
+
+
+def atn_deployments():
+    """
+    See Deployments at https://portal.atn.ioos.us/#
+
+    """
+
+    headers = {"Accept": "application/json"}
+
+    raw_payload = requests.get(
+        "https://search.axds.co/v2/search?portalId=99",
+        headers=headers,
+    )
+    json_payload = raw_payload.json()
+    for plt in json_payload["types"]:
+        if plt["id"] == "platform2":
+            atn = plt["count"]
+            break
+    return atn
+
+
+def ott_projects():
+    """
+    The IOOS Ocean Technology Transition project sponsors the transition of emerging marine observing technologies,
+    for which there is an existing operational requirement and a demonstrated commitment to integration and use by the ocean observing community,
+    to operational mode.
+    Each year IOOS supports 2-4 projects.
+    The number here reflects the total number projects supported by this effort.
+
+    These are the current active OTT projects which was provided by the OTT Program Manager.
+    Hopefully, we can find a good place to harvest these numbers from.
+
+    For now, we have the [website](https://ioos.noaa.gov/project/ocean-technology-transition/) and personal communication that there are 8 live projects.
+
+    """
+    url = "https://ioos.noaa.gov/project/ocean-technology-transition/"
+
+    html = requests.get(url, headers=_HEADERS).text
+    soup = BeautifulSoup(html, "html.parser")
+    table = soup.find(attrs={"class": "fg-text-dark ffb-one-desc-2-2"})
+    table = str(table)
+
+    df = pd.read_html(
+        io.StringIO(table),
+        header=0,
+    )
+
+    ott_projects = 0
+    for entry in df[0]:
+        logging.info(f"{df[0][entry][0].count('new in')=}")
+        ott_projects += df[0][entry][0].count("new in")
+    return ott_projects
+
+
+def qartod_manuals():
+    """
+    As of the last update there are twelve QARTOD manuals in-place for IOOS.
+    These manuals establish authoritative QA/QC procedures for oceanographic data.
+
+    The five year plan lists 16 manuals/papers.
+    There's 13 QC manuals plus the Flags document,
+    the QA paper and the Glider DAC paper.
+    The Glider DAC paper is an implementation plan of the TS QC manual,
+    and it's posted under the Implementation tab on the QARTOD home page,
+    at https://cdn.ioos.noaa.gov/media/2017/12/Manual-for-QC-of-Glider-Data_05_09_16.pdf.
+
+
+    https://ioos.noaa.gov/project/qartod/
+
+    """
+    url = "https://ioos.noaa.gov/project/qartod/"
+
+    soup = BeautifulSoup(requests.get(url, headers=_HEADERS).text, "html.parser")
+    qartod = 0
+    for tag in soup.find_all("li"):
+        if "Real-Time Quality Control of" in tag.text:
+            logging.info(f"{tag.text=}")
+            qartod += 1
+
+    return qartod
+
+
+def ioos_core_variables():
+    """
+    The IOOS Core Variables are presented on
+    [this website](https://www.iooc.us/task-teams/core-ioos-variables/).
+
+    """
+
+    url = "https://mmisw.org/ont/api/v0/ont?format=rj&iri=http://mmisw.org/ont/ioos/core_variable"
+
+    df = pd.read_json(url, orient="index")
+
+    # Drop the rows where 'name' doesn't exist.
+    df = df.dropna(
+        axis="index",
+        how="any",
+        subset="http://mmisw.org/ont/ioos/core_variable/name",
+    )
+
+    return len(df.index.tolist())
+
+
+def metadata_records():
+    """
+    These are the number of metadata records currently available through the
+    [IOOS Catalog](https://data.ioos.us).
+    Previously the number of records was on the order of 8,600.
+    Below are three different mechanisms to calculate this metric,
+    however they do differ and the reason for that difference is unclear.
+
+    """
+    from ckanapi import RemoteCKAN
+
+    url = "https://data.ioos.us"
+    user_agent = "ckanapiioos/1.0 (+https://ioos.us/)"
+
+    ioos_catalog = RemoteCKAN(url, user_agent=user_agent)
+    datasets = ioos_catalog.action.package_search()
+    return datasets["count"]
+
+
+def ioos():
+    """
+    This represents the one IOOS Office.
+    """
+    return 1
+
+
+def mbon_projects():
+    """
+    Living marine resources are essential to the health and recreational needs of billions of people,
+    yet marine biodiversity and ecosystem processes remain major frontiers in ocean observing.
+    IOOS has a critical role in implementing operational,
+    sustained programs to observe biology and catalogue biodiversity to ensure these data are available for science,
+    management, and the public.
+    IOOS is leading development of the Marine Biodiversity Observation Network,
+    with core funding from NOAA, NASA and BOEM.
+    MBON connects regional networks of scientists, resource managers,
+    and users and integrates data from existing long-term programs to understand human- and climate-induced change and its impacts on marine life.
+    MBON partners are pioneering application of new remote sensing methods, imaging,
+    molecular approaches (eDNA and ‘omics),
+    and other technologies and integrating these with traditional research methods and coordinated experiments to understand changing patterns of biodiversity.
+
+    These are the currently funded MBON projects.
+    At this time, we are manually checking https://marinebon.org/ and counting the number of U.S. projects.
+
+    We hope to be able to use the resources [here](https://github.com/marinebon/www_marinebon2/tree/master/content/project) to automatically harvest these metrics in the future.
+
+    """
+
+    url = "https://ioos.noaa.gov/project/mbon/"
+    html = requests.get(url, headers=_HEADERS).text
+    soup = BeautifulSoup(html, "html.parser")
+
+    mbon_projects = 0
+    for tag in soup.find_all("h3"):
+        if "class" in tag.attrs.keys():
+            continue  # we don't need the other headers
+        mbon_projects += 1
+
+    return mbon_projects
+
+
+def hab_pilot_projects():
+    """
+    These are the National Harmful Algal Bloom Observing Network Pilot Project awards.
+    Currently these were calculated from the
+    [award announcement pdf](https://cdn.ioos.noaa.gov/media/2021/10/NHABON-Funding-Awards-FY21_v2.pdf)
+    which states that there are 9 total.
+
+    Might be able to parse the pdf and calculate this on the fly.
+
+    """
+    from pdfminer.high_level import extract_text
+
+    url = "https://cdn.ioos.noaa.gov/media/2022/10/NHABON-Funding-Awards-FY22.pdf"
+
+    data = requests.get(url)
+
+    with io.BytesIO(data.content) as f:
+        pdf = extract_text(f)
+
+    content = pdf.split("\n")
+
+    nhabon_projects = sum("Funded amount" in s for s in content)
+    nhabon_projects = nhabon_projects + 1  # Gulf of Mexico project
+    return nhabon_projects
+
+
 def update_metrics():
     """
     Load previous metrics and update the spreadsheet.
 
     """
-    df = previous_metrics()
 
-    federal_partners_number = federal_partners()
-    glider_days = ngdac_gliders()
-    comt_number = comt()
-    ras = regional_associations()
+    df = previous_metrics()
+    today = pd.Timestamp.strftime(pd.Timestamp.today(tz="UTC"), "%Y-%m-%d")
 
-    _TODO = [
-        # "NGDAC Glider Days", (TODO: change to data days)
-        "HF Radar Stations",  # It is a hardcoded number at the moment
-        "National Platforms",
-        "Regional Platforms",
-        "ATN Deployments",
-        "MBON Projects",
-        "OTT Projects",
-        "HAB Pilot Projects",
-        "QARTOD Manuals",
-        "IOOS Core Variables",
-        "Metadata Records",
-        "IOOS",
-    ]
+    new_row = {
+        "date_UTC": today,
+    }
+
+    functions = {
+        "ATN Deployments": atn_deployments,
+        "COMT Projects": comt,
+        "Federal Partners": federal_partners,
+        "HAB Pilot Projects": hab_pilot_projects,
+        "IOOS Core Variables": ioos_core_variables,
+        "IOOS": ioos,
+        "MBON Projects": mbon_projects,
+        "Metadata Records": metadata_records,
+        "NGDAC Glider Days": ngdac_gliders,
+        "OTT Projects": ott_projects,
+        "QARTOD Manuals": qartod_manuals,
+        "Regional Associations": regional_associations,
+        "Regional Platforms": regional_platforms,
+    }
+
+    for column, function in functions.items():
+        try:
+            num = function()
+        except Exception as err:
+            logging.error(f"{err}")
+            num = None
+        new_row.update({column: num})
+        # Log status.
+        message = _compare_metrics(column=column, num=num)
+        logging.info(f"{message}")
+
+    new_row = pd.DataFrame.from_dict(data=new_row, orient="index").T
 
-    today = pd.Timestamp.strftime(pd.Timestamp.today(tz="UTC"), "%Y-%m-%d")
-    new_metric_row = pd.DataFrame(
-        [today, federal_partners_number, glider_days, comt_number, ras],
-        index=[
-            "date_UTC",
-            "Federal Partners",
-            "NGDAC Glider Days",
-            "COMT Projects",
-            "Regional Associations",
-        ],
-    ).T
     # only update numbers if it's a new day
     if today not in df["date_UTC"].to_list():
         df = pd.concat(
-            [df, new_metric_row],
+            [df, new_row],
             ignore_index=True,
             axis=0,
         )
diff --git a/tests/test_metrics.py b/tests/test_metrics.py
index 82a496d..9ea18ce 100644
--- a/tests/test_metrics.py
+++ b/tests/test_metrics.py
@@ -6,6 +6,20 @@
 sys.path.append("..")
 
 from ioos_metrics import ioos_metrics
+from ioos_metrics.ioos_metrics import (
+    atn_deployments,
+    comt,
+    federal_partners,
+    hab_pilot_projects,
+    ioos_core_variables,
+    mbon_projects,
+    metadata_records,
+    ngdac_gliders,
+    ott_projects,
+    qartod_manuals,
+    regional_associations,
+    regional_platforms,
+)
 
 
 @pytest.fixture
@@ -18,27 +32,33 @@ def test_previous_metrics(df_previous_metrics):
     assert not df_previous_metrics.empty
 
 
-def test_federal_partners():
-    num = ioos_metrics.federal_partners()
-    # must the an integer and cannot be less than 0
-    assert isinstance(num, int)
-    assert num >= 0
-
-
 def test_ngdac_gliders(df_previous_metrics):
     num = ioos_metrics.ngdac_gliders()
-    assert isinstance(num, int)
     # New count should always be >= than the previous one.
     assert num >= df_previous_metrics["NGDAC Glider Days"].iloc[-1]
 
 
-def test_comt():
-    num = ioos_metrics.comt()
-    assert isinstance(num, int)
-    assert num >= 0
+def test_ioos():
+    num = ioos_metrics.ioos()
+    assert num == 1
 
 
-def test_regional_associations():
-    num = ioos_metrics.regional_associations()
-    assert isinstance(num, int)
-    assert num >= 0
+def test_if_metric_is_a_natural_number():
+    functions = [
+        atn_deployments,
+        comt,
+        federal_partners,
+        hab_pilot_projects,
+        ioos_core_variables,
+        mbon_projects,
+        metadata_records,
+        ngdac_gliders,
+        ott_projects,
+        qartod_manuals,
+        regional_associations,
+        regional_platforms,
+    ]
+    for function in functions:
+        num = function()
+        assert isinstance(num, int)
+        assert num >= 0