From 06a7bc9922a20b252ecf7c65fa5b85ea86595af1 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 15:31:19 -0600
Subject: [PATCH 01/22] Simplify Pipenv dependencies

---
 Pipfile      |    6 +-
 Pipfile.lock | 2087 +++++++++++++++++++++++++++-----------------------
 2 files changed, 1132 insertions(+), 961 deletions(-)

diff --git a/Pipfile b/Pipfile
index fc44c00..adab27a 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,11 +4,7 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-numpy = "*"
-pandas = "*"
-scipy = "*"
-scikit-learn = "*"
-dvc = "*"
+"dvc[s3]" = "*"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index e73c0bf..33e625d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "50fd7779d684ff9ce1e939ca3f2a9d0b297bcf87525e125de86058e56ea97b4a"
+            "sha256": "7e938cdc53ed747f58be3fc36f603ee425a0de2c17342406daafbca67db03cb0"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,98 +16,109 @@
         ]
     },
     "default": {
+        "aiobotocore": {
+            "extras": [
+                "boto3"
+            ],
+            "hashes": [
+                "sha256:506591374cc0aee1bdf0ebe290560424a24af176dfe2ea7057fe1df97c4f0467",
+                "sha256:aec605df77ce4635a0479b50fd849aa6b640900f7b295021ecca192e1140e551"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.7.0"
+        },
         "aiohttp": {
             "hashes": [
-                "sha256:03543dcf98a6619254b409be2d22b51f21ec66272be4ebda7b04e6412e4b2e14",
-                "sha256:03baa76b730e4e15a45f81dfe29a8d910314143414e528737f8589ec60cf7391",
-                "sha256:0a63f03189a6fa7c900226e3ef5ba4d3bd047e18f445e69adbd65af433add5a2",
-                "sha256:10c8cefcff98fd9168cdd86c4da8b84baaa90bf2da2269c6161984e6737bf23e",
-                "sha256:147ae376f14b55f4f3c2b118b95be50a369b89b38a971e80a17c3fd623f280c9",
-                "sha256:176a64b24c0935869d5bbc4c96e82f89f643bcdf08ec947701b9dbb3c956b7dd",
-                "sha256:17b79c2963db82086229012cff93ea55196ed31f6493bb1ccd2c62f1724324e4",
-                "sha256:1a45865451439eb320784918617ba54b7a377e3501fb70402ab84d38c2cd891b",
-                "sha256:1b3ea7edd2d24538959c1c1abf97c744d879d4e541d38305f9bd7d9b10c9ec41",
-                "sha256:22f6eab15b6db242499a16de87939a342f5a950ad0abaf1532038e2ce7d31567",
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-            "version": "==3.8.4"
+            "version": "==3.8.6"
         },
         "aiohttp-retry": {
             "hashes": [
@@ -117,6 +128,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.8.3"
         },
+        "aioitertools": {
+            "hashes": [
+                "sha256:04b95e3dab25b449def24d7df809411c10e62aab0cbe31a50ca4e68748c43394",
+                "sha256:42c68b8dd3a69c2bf7f2233bf7df4bb58b557bca5252ac02ed5187bbc67d6831"
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+            "markers": "python_version >= '3.6'",
+            "version": "==0.11.0"
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             "hashes": [
                 "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc",
@@ -127,11 +146,19 @@
         },
         "amqp": {
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             "markers": "python_version >= '3.6'",
-            "version": "==5.1.1"
+            "version": "==5.2.0"
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+                "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"
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         "antlr4-python3-runtime": {
             "hashes": [
@@ -148,228 +175,236 @@
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-            "version": "==4.0.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.3"
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-            "version": "==2.13.1"
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             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.21.3"
+            "version": "==0.21.6"
         },
         "dvc": {
+            "extras": [
+                "s3"
+            ],
             "hashes": [
-                "sha256:189c5c015cc275b96d7ffb2d89fb9d8ed11b2387fbfa5b447e20903c09ba2b32",
-                "sha256:92b1e40406560f1a327eb81a9675f5503ca80f23485d1acf937b4040ad07679d"
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+                "sha256:e049637ca9c7b7842ae65d9869748165471600103689f973cdb5f0fc3ae37fe3"
             ],
-            "index": "pypi",
-            "version": "==2.45.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.28.0"
         },
         "dvc-data": {
             "hashes": [
-                "sha256:6387999cd1600674c4b313fdc2b04ca50a0587c08531504a8d57264964f49985",
-                "sha256:fb3b30d5589e01b7e68babb840cf1dddae319869785b073223df7d8a795963ee"
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             "markers": "python_version >= '3.8'",
-            "version": "==0.40.3"
+            "version": "==2.20.0"
         },
         "dvc-http": {
             "hashes": [
@@ -558,51 +597,58 @@
         },
         "dvc-objects": {
             "hashes": [
-                "sha256:0aaf7a81e5ba2c302321b0e8695b600a87efac32c90e3ac82b672c2874af7d47",
-                "sha256:d342dfa1e5641b87cb74f1930a738d43df3f67a3467d9d73b2710b0d616157fe"
+                "sha256:302c0cc8919d71cb67cf15221222f90fe8617d84f3c333fea6fbf1bb9a8c42c4",
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.19.3"
+            "version": "==1.1.0"
         },
         "dvc-render": {
             "hashes": [
-                "sha256:933580ef021f9004360cb9c6db0abf97b84adfd9453a6b4a2b8e4116798a7bf0",
-                "sha256:b1e342feec2579afab0207e43c84e730260df9163cd777b84ba4a6c15760fa13"
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.2.0"
+            "version": "==0.6.0"
+        },
+        "dvc-s3": {
+            "hashes": [
+                "sha256:1f28598f5b0def4a350933428aba062a368c93bb411aa3c6d8f46cae79b5b957",
+                "sha256:796ffad62405e9c3a001dcfdfb609d972426d504e80b24a877f517e841c07d50"
+            ],
+            "version": "==2.23.0"
         },
         "dvc-studio-client": {
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-                "sha256:f40b684ed2f02b4c5214d03d8334ffdb464f685cb9c2f55a670925e9a4e267d1"
+                "sha256:46dd508a0fb2c1c9986efd4111aa16ad3e40718c5e86a2be9f6e5ee509ff44a1",
+                "sha256:f51f36f9a86ea2bfcaed95b2ad6f532ed59a4d527c1febe079a938d79ff86796"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.5.1"
+            "version": "==0.15.0"
         },
         "dvc-task": {
             "hashes": [
-                "sha256:90804f22d5d2e5be3470a87dc8772c940fcdcb986ee53fe5dc266cf14423cfcb",
-                "sha256:ea22d9f715c73b468a1bd645cec8c31320abda99d5753410caaf57f1fdcaac88"
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.1.11"
+            "version": "==0.3.0"
         },
-        "dvclive": {
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-                "sha256:99c64f3de61e1b05b5b17204ab0a9d88b61c77911474438d4ecad8b776b29d1d"
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+                "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2.1.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.4"
         },
         "filelock": {
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-                "sha256:f58d535af89bb9ad5cd4df046f741f8553a418c01a7856bf0d173bbc9f6bd16d"
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-            "markers": "python_version >= '3.7'",
-            "version": "==3.9.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.13.1"
         },
         "flatten-dict": {
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@@ -622,114 +668,104 @@
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@@ -739,6 +775,14 @@
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+            "hashes": [
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@@ -756,35 +800,35 @@
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@@ -874,53 +918,13 @@
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@@ -932,130 +936,113 @@
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@@ -1337,11 +1428,11 @@
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@@ -1353,19 +1444,19 @@
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@@ -1375,53 +1466,61 @@
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@@ -1432,90 +1531,166 @@
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+                "sha256:5fcd436ea16fee7d4207c045b1e340020e58a2597301cfbcfdbe5abd2356c2fb",
+                "sha256:61016e7d582bc46a5378ffdd02cd0314fb8ba52f40f9cf4d9a5e7dbef88dee18",
+                "sha256:63c48f6cef34e6319a74c727376e95626f84ea091f92c0250a98e53e62c77c72",
+                "sha256:646d663eb2232d7909e6601f1a9107e66f9791f290a1b3dc7057818fe44fc2b6",
+                "sha256:662e6016409828ee910f5d9602a2729a8a57d74b163c89a837de3fea050c7582",
+                "sha256:674ca19cbee4a82c9f54e0d1eee28116e63bc6fd1e96c43031d11cbab8b2afd5",
+                "sha256:6a5883464143ab3ae9ba68daae8e7c5c95b969462bbe42e2464d60e7e2698368",
+                "sha256:6e7221580dc1db478464cfeef9b03b95c5852cc22894e418562997df0d074ccc",
+                "sha256:75df5ef94c3fdc393c6b19d80e6ef1ecc9ae2f4263c09cacb178d871c02a5ba9",
+                "sha256:783185c75c12a017cc345015ea359cc801c3b29a2966c2655cd12b233bf5a2be",
+                "sha256:822b30a0f22e588b32d3120f6d41e4ed021806418b4c9f0bc3048b8c8cb3f92a",
+                "sha256:8288d7cd28f8119b07dd49b7230d6b4562f9b61ee9a4ab02221060d21136be80",
+                "sha256:82aa6264b36c50acfb2424ad5ca537a2060ab6de158a5bd2a72a032cc75b9eb8",
+                "sha256:832b7e711027c114d79dffb92576acd1bd2decc467dec60e1cac96912602d0e6",
+                "sha256:838162460b3a08987546e881a2bfa573960bb559dfa739e7800ceeec92e64417",
+                "sha256:83fcc480d7549ccebe9415d96d9263e2d4226798c37ebd18c930fce43dfb9574",
+                "sha256:84e0b1599334b1e1478db01b756e55937d4614f8654311eb26012091be109d59",
+                "sha256:891c0e3ec5ec881541f6c5113d8df0315ce5440e244a716b95f2525b7b9f3608",
+                "sha256:8c2ad583743d16ddbdf6bb14b5cd76bf43b0d0006e918809d5d4ddf7bde8dd82",
+                "sha256:8c56986609b057b4839968ba901944af91b8e92f1725d1a2d77cbac6972b9ed1",
+                "sha256:8ea48e0a2f931064469bdabca50c2f578b565fc446f302a79ba6cc0ee7f384d3",
+                "sha256:8ec53a0ea2a80c5cd1ab397925f94bff59222aa3cf9c6da938ce05c9ec20428d",
+                "sha256:95d2ecefbcf4e744ea952d073c6922e72ee650ffc79028eb1e320e732898d7e8",
+                "sha256:9b3152f2f5677b997ae6c804b73da05a39daa6a9e85a512e0e6823d81cdad7cc",
+                "sha256:9bf345c3a4f5ba7f766430f97f9cc1320786f19584acc7086491f45524a551ac",
+                "sha256:a60347f234c2212a9f0361955007fcf4033a75bf600a33c88a0a8e91af77c0e8",
+                "sha256:a74dcbfe780e62f4b5a062714576f16c2f3493a0394e555ab141bf0d746bb955",
+                "sha256:a83503934c6273806aed765035716216cc9ab4e0364f7f066227e1aaea90b8d0",
+                "sha256:ac9bb4c5ce3975aeac288cfcb5061ce60e0d14d92209e780c93954076c7c4367",
+                "sha256:aff634b15beff8902d1f918012fc2a42e0dbae6f469fce134c8a0dc51ca423bb",
+                "sha256:b03917871bf859a81ccb180c9a2e6c1e04d2f6a51d953e6a5cdd70c93d4e5a2a",
+                "sha256:b124e2a6d223b65ba8768d5706d103280914d61f5cae3afbc50fc3dfcc016623",
+                "sha256:b25322201585c69abc7b0e89e72790469f7dad90d26754717f3310bfe30331c2",
+                "sha256:b7232f8dfbd225d57340e441d8caf8652a6acd06b389ea2d3222b8bc89cbfca6",
+                "sha256:b8cc1863402472f16c600e3e93d542b7e7542a540f95c30afd472e8e549fc3f7",
+                "sha256:b9a4e67ad7b646cd6f0938c7ebfd60e481b7410f574c560e455e938d2da8e0f4",
+                "sha256:be6b3fdec5c62f2a67cb3f8c6dbf56bbf3f61c0f046f84645cd1ca73532ea051",
+                "sha256:bf74d08542c3a9ea97bb8f343d4fcbd4d8f91bba5ec9d5d7f792dbe727f88938",
+                "sha256:c027a6e96ef77d401d8d5a5c8d6bc478e8042f1e448272e8d9752cb0aff8b5c8",
+                "sha256:c0c77533b5ed4bcc38e943178ccae29b9bcf48ffd1063f5821192f23a1bd27b9",
+                "sha256:c1012fa63eb6c032f3ce5d2171c267992ae0c00b9e164efe4d73db818465fac3",
+                "sha256:c3a53ba34a636a256d767c086ceb111358876e1fb6b50dfc4d3f4951d40133d5",
+                "sha256:d4e2c6d555e77b37288eaf45b8f60f0737c9efa3452c6c44626a5455aeb250b9",
+                "sha256:de119f56f3c5f0e2fb4dee508531a32b069a5f2c6e827b272d1e0ff5ac040333",
+                "sha256:e65610c5792870d45d7b68c677681376fcf9cc1c289f23e8e8b39c1485384185",
+                "sha256:e9fdc7ac0d42bc3ea78818557fab03af6181e076a2944f43c38684b4b6bed8e3",
+                "sha256:ee4afac41415d52d53a9833ebae7e32b344be72835bbb589018c9e938045a560",
+                "sha256:f364d3480bffd3aa566e886587eaca7c8c04d74f6e8933f3f2c996b7f09bee1b",
+                "sha256:f3b078dbe227f79be488ffcfc7a9edb3409d018e0952cf13f15fd6512847f3f7",
+                "sha256:f4e2d08f07a3d7d3e12549052eb5ad3eab1c349c53ac51c209a0e5991bbada78",
+                "sha256:f7a3d8146575e08c29ed1cd287068e6d02f1c7bdff8970db96683b9591b86ee7"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.8.2"
+            "version": "==1.9.2"
         },
         "zc.lockfile": {
             "hashes": [

From 8eb4fa71d2755b5c09769725b6d88c7714ea242a Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 15:31:27 -0600
Subject: [PATCH 02/22] Add Dockerfile

---
 Dockerfile | 45 +++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 Dockerfile

diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..90fbea5
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,45 @@
+FROM rocker/r-ver:4.3.1
+
+# Use PPM for binary installs
+ENV RENV_CONFIG_REPOS_OVERRIDE "https://packagemanager.posit.co/cran/__linux__/jammy/latest"
+ENV RENV_PATHS_LIBRARY renv/library
+
+# Install system dependencies
+RUN apt-get update && apt-get install --no-install-recommends -y \
+    libcurl4-openssl-dev libssl-dev libxml2-dev libgit2-dev git \
+    libudunits2-dev python3-dev python3-pip libgdal-dev libgeos-dev \
+    libproj-dev libfontconfig1-dev libharfbuzz-dev libfribidi-dev pandoc
+
+# Install pipenv for Python dependencies
+RUN pip install pipenv
+
+# Copy pipenv files into the image. The reason this is a separate step from
+# the later step that adds files from the working directory is because we want
+# to avoid having to reinstall dependencies every time a file in the directory
+# changes, as Docker will bust the cache of every layer following a layer that
+# needs to change
+COPY Pipfile .
+COPY Pipfile.lock .
+
+# Install Python dependencies
+RUN pipenv install --system --deploy
+
+# Copy R bootstrap files into the image
+COPY renv.lock .
+COPY .Rprofile .
+COPY renv/ renv/
+
+# Install R dependencies
+RUN Rscript -e 'renv::restore()'
+
+# Copy the directory into the container
+ADD ./ model-condo-avm/
+
+# Copy R dependencies into the app directory
+RUN rm -Rf model-condo-avm/renv
+RUN mv renv model-condo-avm/
+
+# Set the working directory to the app dir
+WORKDIR model-condo-avm/
+
+CMD dvc pull && dvc repro

From 36e84e52ea78dd47ba7c1a5ec52724eb66260269 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 15:33:55 -0600
Subject: [PATCH 03/22] Add build-and-run-model workflow

---
 .github/workflows/build-and-run-model.yaml | 37 ++++++++++++++++++++++
 1 file changed, 37 insertions(+)
 create mode 100644 .github/workflows/build-and-run-model.yaml

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
new file mode 100644
index 0000000..863a80c
--- /dev/null
+++ b/.github/workflows/build-and-run-model.yaml
@@ -0,0 +1,37 @@
+# Workflow that builds a Docker image containing the model code,
+# pushes it to the GitHub Container Registry, and then optionally uses
+# that container image to run the model using an AWS Batch job.
+#
+# Images are built on every commit to a PR or main branch in order to ensure
+# that the build continues to work properly, but Batch jobs are gated behind
+# a `deploy` environment that requires manual approval from a
+# @ccao-data/core-team member.
+
+name: build-and-run-model
+
+on:
+  pull_request:
+    types: [opened, reopened, synchronize, closed]
+  workflow_dispatch:
+  push:
+    branches: [master]
+
+jobs:
+  build-and-run-model:
+    permissions:
+      # contents:read and id-token:write permissions are needed to interact
+      # with GitHub's OIDC Token endpoint so that we can authenticate with AWS
+      contents: read
+      id-token: write
+      # While packages:write is usually not required for workflows, it is
+      # required in order to allow the reusable called workflow to push to
+      # GitHub Container Registry
+      packages: write
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@master
+    with:
+      vcpu: "16.0"
+      memory: "65536"
+      role-duration-seconds: 14400  # Worst-case time for a full model run
+    secrets:
+      AWS_IAM_ROLE_TO_ASSUME_ARN: ${{ secrets.AWS_IAM_ROLE_TO_ASSUME_ARN }}
+      AWS_ACCOUNT_ID: ${{ secrets.AWS_ACCOUNT_ID }}

From 1d8bb4ae3b8a35ac8e87ac603a9213ead47ea3ce Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 15:34:15 -0600
Subject: [PATCH 04/22] Temporarily pin build-and-run-model to development
 version of build-and-run-batch-job

---
 .github/workflows/build-and-run-model.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index 863a80c..f1199db 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,8 +27,9 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@master
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
     with:
+      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run

From 299b40b0ee6fa85a55891b885d651b5e1995b327 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 15:35:11 -0600
Subject: [PATCH 05/22] Temporarily restrict dvc repro to the train step, for
 testing

---
 Dockerfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Dockerfile b/Dockerfile
index 90fbea5..bebc3bc 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -42,4 +42,4 @@ RUN mv renv model-condo-avm/
 # Set the working directory to the app dir
 WORKDIR model-condo-avm/
 
-CMD dvc pull && dvc repro
+CMD dvc pull && dvc repro train

From f2391dbc74bf45af261d27e5b3f0ec69413ba7d4 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 16:30:18 -0600
Subject: [PATCH 06/22] Revert "Temporarily restrict dvc repro to the train
 step, for testing"

This reverts commit 299b40b0ee6fa85a55891b885d651b5e1995b327.
---
 Dockerfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Dockerfile b/Dockerfile
index bebc3bc..90fbea5 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -42,4 +42,4 @@ RUN mv renv model-condo-avm/
 # Set the working directory to the app dir
 WORKDIR model-condo-avm/
 
-CMD dvc pull && dvc repro train
+CMD dvc pull && dvc repro

From d9b071282f02cdf162848f02672a942dd2bcd5a6 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 16:38:05 -0600
Subject: [PATCH 07/22] Unfreeze train step in dvc.yaml

---
 dvc.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/dvc.yaml b/dvc.yaml
index e1e65bc..51c7a82 100644
--- a/dvc.yaml
+++ b/dvc.yaml
@@ -47,7 +47,7 @@ stages:
         cache: false
     - output/workflow/recipe/model_workflow_recipe.rds:
         cache: false
-    frozen: true
+
   assess:
     cmd: Rscript pipeline/02-assess.R
     desc: >

From 7fff7102aaeee1af408ab0a233ead64397493f39 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 16:45:54 -0600
Subject: [PATCH 08/22] Fix typo in loc_cook_municipality_name feature in
 params.yaml

---
 README.Rmd             | 10 +++++-----
 params.yaml            |  4 ++--
 pipeline/01-train.R    |  2 +-
 pipeline/02-assess.R   |  2 +-
 pipeline/03-evaluate.R |  6 +++---
 5 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.Rmd b/README.Rmd
index 667cd9c..9b9772d 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -1,6 +1,6 @@
 ---
 title: "Table of Contents"
-output: 
+output:
   github_document:
     toc: true
     toc_depth: 3
@@ -46,7 +46,7 @@ The repository itself contains the [code](./pipeline) and [data](./input) for th
 
 ## Differences Compared to the Residential Model
 
-The Cook County Assessor's Office ***does not track characteristic data for condominiums***. Like most assessors nationwide, our office staff cannot enter buildings to observe property characteristics. For condos, this means we cannot observe amenities, quality, or any other interior characteristics. 
+The Cook County Assessor's Office ***does not track characteristic data for condominiums***. Like most assessors nationwide, our office staff cannot enter buildings to observe property characteristics. For condos, this means we cannot observe amenities, quality, or any other interior characteristics.
 
 The only information our office has about individual condominium units is their age, location, sale date/price, and percentage of ownership. This makes modeling condos particularly challenging, as the number of usable features is quite small. Fortunately, condos have two qualities which make modeling a bit easier:
 
@@ -106,7 +106,7 @@ ccao::vars_dict %>%
     )
   ) %>%
   mutate(`Unique to Condo Model` = ifelse(
-    var_name_model != "loc_tax_municipality_name" & (
+    var_name_model != "loc_cook_municipality_name" & (
       var_name_model %in% condo_unique_preds |
         `Feature Name` %in%
           c("Condominium Building Year Built", "Condominium % Ownership")
@@ -124,7 +124,7 @@ For the most part, condos are valued the same way as single- and multi-family re
 
 However, because the CCAO has so [little information about individual units](#differences-compared-to-the-residential-model), we must rely on the [condominium percentage of ownership](#features-used) to differentiate between units in a building. This feature is effectively the proportion of the building's overall value held by a unit. It is created when a condominium declaration is filed with the County (usually by the developer of the building). The critical assumption underlying the condo valuation process is that percentage of ownership correlates with current market value.
 
-Percentage of ownership is used in two ways: 
+Percentage of ownership is used in two ways:
 
 1. It is used directly as a predictor/feature in the regression model to estimate differing unit values within the same building.
 2. It is used to reapportion unit values directly i.e. the value of a unit is ultimately equal to `% of ownership * total building value`.
@@ -186,7 +186,7 @@ The condo model relies on sales within the same building to calculate [strata](#
 
 Fortunately, buildings without any recent sales are relatively rare, as condos have a higher turnover rate than single and multi-family property. Smaller buildings with low turnover are the most likely to not have recent sales.
 
-### Buildings Without Sales 
+### Buildings Without Sales
 
 When no sales have occurred in a building in the 5 years prior to assessment, the building's strata features are imputed. The model will look at nearby buildings that have similar unit counts/age and then try to assign an appropriate strata to the target building.
 
diff --git a/params.yaml b/params.yaml
index 58ae676..210eb61 100644
--- a/params.yaml
+++ b/params.yaml
@@ -178,7 +178,7 @@ model:
       "char_full_baths",
       "loc_longitude",
       "loc_latitude",
-      "loc_tax_municipality_name",
+      "loc_cook_municipality_name",
       "loc_env_flood_fema_sfha",
       "loc_env_flood_fs_factor",
       "loc_env_flood_fs_risk_direction",
@@ -244,7 +244,7 @@ model:
     categorical: [
       "meta_township_code",
       "meta_nbhd_code",
-      "loc_tax_municipality_name",
+      "loc_cook_municipality_name",
       "loc_school_elementary_district_geoid",
       "loc_school_secondary_district_geoid",
       "time_sale_quarter_of_year",
diff --git a/pipeline/01-train.R b/pipeline/01-train.R
index 3628ef6..e6d0ec2 100644
--- a/pipeline/01-train.R
+++ b/pipeline/01-train.R
@@ -347,7 +347,7 @@ test %>%
   select(
     meta_year, meta_pin, meta_pin10, meta_class, meta_card_num, meta_lline_num,
     meta_triad_code, meta_township_code, meta_nbhd_code,
-    loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
+    loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
     loc_census_tract_geoid, loc_school_elementary_district_geoid,
     loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
     char_unit_sf, char_building_sf, char_full_baths, char_half_baths,
diff --git a/pipeline/02-assess.R b/pipeline/02-assess.R
index 4864030..276bc80 100644
--- a/pipeline/02-assess.R
+++ b/pipeline/02-assess.R
@@ -293,7 +293,7 @@ assessment_data_pin <- assessment_data_merged %>%
     # Keep locations, prior year values, and indicators
     loc_longitude, loc_latitude,
     starts_with(c(
-      "loc_property_", "loc_tax_", "loc_ward_", "loc_chicago_",
+      "loc_property_", "loc_cook_", "loc_ward_", "loc_chicago_",
       "loc_census", "loc_school_", "prior_", "ind_"
     )),
     meta_pin10_5yr_num_sale,
diff --git a/pipeline/03-evaluate.R b/pipeline/03-evaluate.R
index 42a0266..2ea2a08 100644
--- a/pipeline/03-evaluate.R
+++ b/pipeline/03-evaluate.R
@@ -52,7 +52,7 @@ col_rename_dict <- c(
   "geography_id" = "meta_township_code",
   "geography_id" = "meta_township_name",
   "geography_id" = "meta_nbhd_code",
-  "geography_id" = "loc_tax_municipality_name",
+  "geography_id" = "loc_cook_municipality_name",
   "geography_id" = "loc_ward_num",
   "geography_id" = "loc_census_puma_geoid",
   "geography_id" = "loc_census_tract_geoid",
@@ -80,7 +80,7 @@ if (run_type == "full") {
   assessment_data_pin <- read_parquet(paths$output$assessment_pin$local) %>%
     select(
       meta_pin, meta_class, meta_triad_code, meta_township_code, meta_nbhd_code,
-      loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
+      loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
       loc_census_tract_geoid, loc_school_elementary_district_geoid,
       loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
       char_total_bldg_sf, char_unit_sf, prior_far_tot, prior_near_tot,
@@ -343,7 +343,7 @@ gen_agg_stats_quantile <- function(data, truth, estimate,
 # class or no class option for each level
 geographies_quosures <- rlang::quos(
   meta_township_code,
-  meta_nbhd_code, loc_tax_municipality_name,
+  meta_nbhd_code, loc_cook_municipality_name,
   loc_ward_num, loc_census_puma_geoid, loc_census_tract_geoid,
   loc_school_elementary_district_geoid, loc_school_secondary_district_geoid,
   loc_school_unified_district_geoid,

From 2315f8e8b0517f9b102f95d6f73ea1faa250ab87 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Thu, 9 Nov 2023 17:05:04 -0600
Subject: [PATCH 09/22] Update README to reflect change in municipality name
 feature

---
 README.Rmd | 8 +++-----
 README.md  | 2 +-
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/README.Rmd b/README.Rmd
index 9b9772d..d17d836 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -106,11 +106,9 @@ ccao::vars_dict %>%
     )
   ) %>%
   mutate(`Unique to Condo Model` = ifelse(
-    var_name_model != "loc_cook_municipality_name" & (
-      var_name_model %in% condo_unique_preds |
-        `Feature Name` %in%
-          c("Condominium Building Year Built", "Condominium % Ownership")
-    ),
+    var_name_model %in% condo_unique_preds |
+    `Feature Name` %in%
+        c("Condominium Building Year Built", "Condominium % Ownership"),
     "X", ""
   )) %>%
   arrange(desc(`Unique to Condo Model`), Category) %>%
diff --git a/README.md b/README.md
index ba42876..81e7aed 100644
--- a/README.md
+++ b/README.md
@@ -152,12 +152,12 @@ the 2023 assessment model.
 | Percent Population Mobility, Moved From Within Same County in Past Year | acs5           | numeric   |                       |
 | Longitude                                                               | loc            | numeric   |                       |
 | Latitude                                                                | loc            | numeric   |                       |
+| Municipality Name                                                       | loc            | character |                       |
 | FEMA Special Flood Hazard Area                                          | loc            | logical   |                       |
 | First Street Factor                                                     | loc            | numeric   |                       |
 | First Street Risk Direction                                             | loc            | numeric   |                       |
 | School Elementary District GEOID                                        | loc            | character |                       |
 | School Secondary District GEOID                                         | loc            | character |                       |
-| Municipality Name                                                       | loc            | character |                       |
 | CMAP Walkability Score (No Transit)                                     | loc            | numeric   |                       |
 | CMAP Walkability Total Score                                            | loc            | numeric   |                       |
 | Airport Noise DNL                                                       | loc            | numeric   |                       |

From 8bd498378e01c077318fa3e187061c22f8439ce0 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 16:47:59 +0000
Subject: [PATCH 10/22] Lint README.Rmd

---
 README.Rmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.Rmd b/README.Rmd
index d17d836..6bac107 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -107,7 +107,7 @@ ccao::vars_dict %>%
   ) %>%
   mutate(`Unique to Condo Model` = ifelse(
     var_name_model %in% condo_unique_preds |
-    `Feature Name` %in%
+      `Feature Name` %in%
         c("Condominium Building Year Built", "Condominium % Ownership"),
     "X", ""
   )) %>%

From a5a64f5159712ffb627a80fefbaf68ff190e0daf Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 19:59:46 +0000
Subject: [PATCH 11/22] Add print statements to finalize step to debug S3
 failures

---
 pipeline/05-finalize.R | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/pipeline/05-finalize.R b/pipeline/05-finalize.R
index a6ba767..b6a882b 100644
--- a/pipeline/05-finalize.R
+++ b/pipeline/05-finalize.R
@@ -201,6 +201,7 @@ message("Uploading run artifacts")
 
 # Only upload files if explicitly enabled
 if (params$toggle$upload_to_s3) {
+    message("Uploading is enabled")
   # Initialize a dictionary of paths AND S3 URIs specific to the run ID and year
   paths <- model_file_dict(
     run_id = run_id,
@@ -210,18 +211,30 @@ if (params$toggle$upload_to_s3) {
 
   ## 4.1. Train ----------------------------------------------------------------
 
+  message("Uploading file to S3:")
+  message(paths$output$workflow_fit$local)
+  message(paths$output$workflow_fit$s3)
+
   # Upload lightgbm fit
   aws.s3::put_object(
     paths$output$workflow_fit$local,
     paths$output$workflow_fit$s3
   )
 
+  message("Uploading file to S3:")
+  message(paths$output$workflow_recipe$local)
+  message(paths$output$workflow_recipe$s3)
+
   # Upload Tidymodels recipe
   aws.s3::put_object(
     paths$output$workflow_recipe$local,
     paths$output$workflow_recipe$s3
   )
 
+  message("Uploading file to S3:")
+  message(paths$output$parameter_final$local)
+  message(paths$output$parameter_final$s3)
+
   # Upload finalized run parameters
   read_parquet(paths$output$parameter_final$local) %>%
     mutate(run_id = run_id) %>%
@@ -239,6 +252,10 @@ if (params$toggle$upload_to_s3) {
     }) %>%
     write_parquet(paths$output$parameter_final$s3)
 
+  message("Uploading file to S3:")
+  message(paths$output$test_card$local)
+  message(paths$output$test_card$s3)
+
   # Upload the test set predictions
   read_parquet(paths$output$test_card$local) %>%
     mutate(run_id = run_id) %>%

From 190210f8658ec55c070d3d3bafc06c1c38efaa8f Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 21:39:48 +0000
Subject: [PATCH 12/22] Add aws.ec2metadata packaage so that ECS can
 authenticate with S3

---
 pipeline/05-finalize.R |  1 +
 renv.lock              | 11 +++++++++++
 2 files changed, 12 insertions(+)

diff --git a/pipeline/05-finalize.R b/pipeline/05-finalize.R
index b6a882b..830b593 100644
--- a/pipeline/05-finalize.R
+++ b/pipeline/05-finalize.R
@@ -9,6 +9,7 @@
 suppressPackageStartupMessages({
   library(arrow)
   library(aws.s3)
+  library(aws.ec2metadata)
   library(ccao)
   library(dplyr)
   library(here)
diff --git a/renv.lock b/renv.lock
index 5c8f601..674e341 100644
--- a/renv.lock
+++ b/renv.lock
@@ -172,6 +172,17 @@
       ],
       "Hash": "89761c5b8e6ce66e7176cbb70a892df8"
     },
+    "aws.ec2metadata": {
+      "Package": "aws.ec2metadata",
+      "Version": "0.2.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "curl",
+        "jsonlite"
+      ],
+      "Hash": "2e630add89f47540d9da2240710e2702"
+    },
     "aws.s3": {
       "Package": "aws.s3",
       "Version": "0.3.21",

From e11dfb1a3ab22a2c0b7b0a5f27ebed9bbbc75165 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 21:39:51 +0000
Subject: [PATCH 13/22] Revert "Add print statements to finalize step to debug
 S3 failures"

This reverts commit a5a64f5159712ffb627a80fefbaf68ff190e0daf.
---
 pipeline/05-finalize.R | 17 -----------------
 1 file changed, 17 deletions(-)

diff --git a/pipeline/05-finalize.R b/pipeline/05-finalize.R
index 830b593..f945fef 100644
--- a/pipeline/05-finalize.R
+++ b/pipeline/05-finalize.R
@@ -202,7 +202,6 @@ message("Uploading run artifacts")
 
 # Only upload files if explicitly enabled
 if (params$toggle$upload_to_s3) {
-    message("Uploading is enabled")
   # Initialize a dictionary of paths AND S3 URIs specific to the run ID and year
   paths <- model_file_dict(
     run_id = run_id,
@@ -212,30 +211,18 @@ if (params$toggle$upload_to_s3) {
 
   ## 4.1. Train ----------------------------------------------------------------
 
-  message("Uploading file to S3:")
-  message(paths$output$workflow_fit$local)
-  message(paths$output$workflow_fit$s3)
-
   # Upload lightgbm fit
   aws.s3::put_object(
     paths$output$workflow_fit$local,
     paths$output$workflow_fit$s3
   )
 
-  message("Uploading file to S3:")
-  message(paths$output$workflow_recipe$local)
-  message(paths$output$workflow_recipe$s3)
-
   # Upload Tidymodels recipe
   aws.s3::put_object(
     paths$output$workflow_recipe$local,
     paths$output$workflow_recipe$s3
   )
 
-  message("Uploading file to S3:")
-  message(paths$output$parameter_final$local)
-  message(paths$output$parameter_final$s3)
-
   # Upload finalized run parameters
   read_parquet(paths$output$parameter_final$local) %>%
     mutate(run_id = run_id) %>%
@@ -253,10 +240,6 @@ if (params$toggle$upload_to_s3) {
     }) %>%
     write_parquet(paths$output$parameter_final$s3)
 
-  message("Uploading file to S3:")
-  message(paths$output$test_card$local)
-  message(paths$output$test_card$s3)
-
   # Upload the test set predictions
   read_parquet(paths$output$test_card$local) %>%
     mutate(run_id = run_id) %>%

From 82c3081a4798de52b1ac8401f859f6cdd432b611 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 22:15:35 +0000
Subject: [PATCH 14/22] Pin build-and-run-model to main branch of
 ccao-data/actions

---
 .github/workflows/build-and-run-model.yaml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index f1199db..d9f4c2f 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,9 +27,8 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml
     with:
-      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run

From 82d6155f3abeb9c594e5001e145ff31c24066f7e Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 22:50:29 +0000
Subject: [PATCH 15/22] Rename loc_cook_municipality_name back to
 loc_tax_municipality_name

---
 README.Rmd             | 8 +++++---
 README.md              | 2 +-
 params.yaml            | 4 ++--
 pipeline/01-train.R    | 2 +-
 pipeline/02-assess.R   | 2 +-
 pipeline/03-evaluate.R | 6 +++---
 6 files changed, 13 insertions(+), 11 deletions(-)

diff --git a/README.Rmd b/README.Rmd
index 6bac107..2dc0c13 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -106,9 +106,11 @@ ccao::vars_dict %>%
     )
   ) %>%
   mutate(`Unique to Condo Model` = ifelse(
-    var_name_model %in% condo_unique_preds |
-      `Feature Name` %in%
-        c("Condominium Building Year Built", "Condominium % Ownership"),
+    var_name_model != "loc_tax_municipality_name" & (
+      var_name_model %in% condo_unique_preds |
+        `Feature Name` %in%
+          c("Condominium Building Year Built", "Condominium % Ownership")
+    ),
     "X", ""
   )) %>%
   arrange(desc(`Unique to Condo Model`), Category) %>%
diff --git a/README.md b/README.md
index 81e7aed..ba42876 100644
--- a/README.md
+++ b/README.md
@@ -152,12 +152,12 @@ the 2023 assessment model.
 | Percent Population Mobility, Moved From Within Same County in Past Year | acs5           | numeric   |                       |
 | Longitude                                                               | loc            | numeric   |                       |
 | Latitude                                                                | loc            | numeric   |                       |
-| Municipality Name                                                       | loc            | character |                       |
 | FEMA Special Flood Hazard Area                                          | loc            | logical   |                       |
 | First Street Factor                                                     | loc            | numeric   |                       |
 | First Street Risk Direction                                             | loc            | numeric   |                       |
 | School Elementary District GEOID                                        | loc            | character |                       |
 | School Secondary District GEOID                                         | loc            | character |                       |
+| Municipality Name                                                       | loc            | character |                       |
 | CMAP Walkability Score (No Transit)                                     | loc            | numeric   |                       |
 | CMAP Walkability Total Score                                            | loc            | numeric   |                       |
 | Airport Noise DNL                                                       | loc            | numeric   |                       |
diff --git a/params.yaml b/params.yaml
index 210eb61..58ae676 100644
--- a/params.yaml
+++ b/params.yaml
@@ -178,7 +178,7 @@ model:
       "char_full_baths",
       "loc_longitude",
       "loc_latitude",
-      "loc_cook_municipality_name",
+      "loc_tax_municipality_name",
       "loc_env_flood_fema_sfha",
       "loc_env_flood_fs_factor",
       "loc_env_flood_fs_risk_direction",
@@ -244,7 +244,7 @@ model:
     categorical: [
       "meta_township_code",
       "meta_nbhd_code",
-      "loc_cook_municipality_name",
+      "loc_tax_municipality_name",
       "loc_school_elementary_district_geoid",
       "loc_school_secondary_district_geoid",
       "time_sale_quarter_of_year",
diff --git a/pipeline/01-train.R b/pipeline/01-train.R
index e6d0ec2..3628ef6 100644
--- a/pipeline/01-train.R
+++ b/pipeline/01-train.R
@@ -347,7 +347,7 @@ test %>%
   select(
     meta_year, meta_pin, meta_pin10, meta_class, meta_card_num, meta_lline_num,
     meta_triad_code, meta_township_code, meta_nbhd_code,
-    loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
+    loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
     loc_census_tract_geoid, loc_school_elementary_district_geoid,
     loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
     char_unit_sf, char_building_sf, char_full_baths, char_half_baths,
diff --git a/pipeline/02-assess.R b/pipeline/02-assess.R
index 276bc80..4864030 100644
--- a/pipeline/02-assess.R
+++ b/pipeline/02-assess.R
@@ -293,7 +293,7 @@ assessment_data_pin <- assessment_data_merged %>%
     # Keep locations, prior year values, and indicators
     loc_longitude, loc_latitude,
     starts_with(c(
-      "loc_property_", "loc_cook_", "loc_ward_", "loc_chicago_",
+      "loc_property_", "loc_tax_", "loc_ward_", "loc_chicago_",
       "loc_census", "loc_school_", "prior_", "ind_"
     )),
     meta_pin10_5yr_num_sale,
diff --git a/pipeline/03-evaluate.R b/pipeline/03-evaluate.R
index 2ea2a08..42a0266 100644
--- a/pipeline/03-evaluate.R
+++ b/pipeline/03-evaluate.R
@@ -52,7 +52,7 @@ col_rename_dict <- c(
   "geography_id" = "meta_township_code",
   "geography_id" = "meta_township_name",
   "geography_id" = "meta_nbhd_code",
-  "geography_id" = "loc_cook_municipality_name",
+  "geography_id" = "loc_tax_municipality_name",
   "geography_id" = "loc_ward_num",
   "geography_id" = "loc_census_puma_geoid",
   "geography_id" = "loc_census_tract_geoid",
@@ -80,7 +80,7 @@ if (run_type == "full") {
   assessment_data_pin <- read_parquet(paths$output$assessment_pin$local) %>%
     select(
       meta_pin, meta_class, meta_triad_code, meta_township_code, meta_nbhd_code,
-      loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
+      loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
       loc_census_tract_geoid, loc_school_elementary_district_geoid,
       loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
       char_total_bldg_sf, char_unit_sf, prior_far_tot, prior_near_tot,
@@ -343,7 +343,7 @@ gen_agg_stats_quantile <- function(data, truth, estimate,
 # class or no class option for each level
 geographies_quosures <- rlang::quos(
   meta_township_code,
-  meta_nbhd_code, loc_cook_municipality_name,
+  meta_nbhd_code, loc_tax_municipality_name,
   loc_ward_num, loc_census_puma_geoid, loc_census_tract_geoid,
   loc_school_elementary_district_geoid, loc_school_secondary_district_geoid,
   loc_school_unified_district_geoid,

From e801405bdd88cb285332b1c5167e69be89f8e70a Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Mon, 13 Nov 2023 22:51:36 +0000
Subject: [PATCH 16/22] Revert "Pin build-and-run-model to main branch of
 ccao-data/actions"

This reverts commit 82c3081a4798de52b1ac8401f859f6cdd432b611.
---
 .github/workflows/build-and-run-model.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index d9f4c2f..f1199db 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,8 +27,9 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
     with:
+      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run

From 33f83a55ce8aa1f64b62bf0d0f0f2bcbb558761b Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean.cochrane@cookcountyil.gov>
Date: Tue, 14 Nov 2023 16:16:05 +0000
Subject: [PATCH 17/22] Add ingest dependencies to renv.lock

---
 .renvignore |   3 +-
 renv.lock   | 212 +++++++++++++++++++++++++++++++++++++++++++++++++++-
 2 files changed, 212 insertions(+), 3 deletions(-)

diff --git a/.renvignore b/.renvignore
index 43ae394..6eacfc9 100644
--- a/.renvignore
+++ b/.renvignore
@@ -1,5 +1,4 @@
 README.Rmd
-pipeline/00-ingest.R
 pipeline/06-export.R
 pipeline/07-api.R
-reports/
\ No newline at end of file
+reports/
diff --git a/renv.lock b/renv.lock
index 674e341..3caf78b 100644
--- a/renv.lock
+++ b/renv.lock
@@ -9,6 +9,17 @@
     ]
   },
   "Packages": {
+    "DBI": {
+      "Package": "DBI",
+      "Version": "1.1.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "methods"
+      ],
+      "Hash": "b2866e62bab9378c3cc9476a1954226b"
+    },
     "DiceDesign": {
       "Package": "DiceDesign",
       "Version": "1.9",
@@ -93,6 +104,19 @@
       ],
       "Hash": "45f0398006e83a5b10b72a90663d8d8c"
     },
+    "RJDBC": {
+      "Package": "RJDBC",
+      "Version": "0.2-10",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "DBI",
+        "R",
+        "methods",
+        "rJava"
+      ],
+      "Hash": "13c8497cff6152328799ffcaf141ae2b"
+    },
     "Rcpp": {
       "Package": "Rcpp",
       "Version": "1.0.11",
@@ -104,6 +128,17 @@
       ],
       "Hash": "ae6cbbe1492f4de79c45fce06f967ce8"
     },
+    "RcppTOML": {
+      "Package": "RcppTOML",
+      "Version": "0.2.2",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp"
+      ],
+      "Hash": "c232938949fcd8126034419cc529333a"
+    },
     "SQUAREM": {
       "Package": "SQUAREM",
       "Version": "2021.1",
@@ -309,8 +344,8 @@
       "Package": "ccao",
       "Version": "1.2.2",
       "Source": "GitHub",
-      "Remotes": "ccao-data/assessr",
       "RemoteType": "github",
+      "Remotes": "ccao-data/assessr",
       "RemoteHost": "api.github.com",
       "RemoteRepo": "ccao",
       "RemoteUsername": "ccao-data",
@@ -339,6 +374,22 @@
       ],
       "Hash": "f91f6b29f38b8c280f2b9477787d4bb2"
     },
+    "classInt": {
+      "Package": "classInt",
+      "Version": "0.4-10",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "KernSmooth",
+        "R",
+        "class",
+        "e1071",
+        "grDevices",
+        "graphics",
+        "stats"
+      ],
+      "Hash": "f5a40793b1ae463a7ffb3902a95bf864"
+    },
     "cli": {
       "Package": "cli",
       "Version": "3.6.1",
@@ -524,6 +575,22 @@
       ],
       "Hash": "dea6970ff715ca541c387de363ff405e"
     },
+    "e1071": {
+      "Package": "e1071",
+      "Version": "1.7-13",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "class",
+        "grDevices",
+        "graphics",
+        "methods",
+        "proxy",
+        "stats",
+        "utils"
+      ],
+      "Hash": "1046cb48d06cb40c2900d8878f03a0fe"
+    },
     "ellipsis": {
       "Package": "ellipsis",
       "Version": "0.3.2",
@@ -787,6 +854,28 @@
       ],
       "Hash": "7e5e3cbd2a7bc07880c94e22348fb661"
     },
+    "igraph": {
+      "Package": "igraph",
+      "Version": "1.5.1",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "Matrix",
+        "R",
+        "cli",
+        "cpp11",
+        "grDevices",
+        "graphics",
+        "lifecycle",
+        "magrittr",
+        "methods",
+        "pkgconfig",
+        "rlang",
+        "stats",
+        "utils"
+      ],
+      "Hash": "80401cb5ec513e8ddc56764d03f63669"
+    },
     "infer": {
       "Package": "infer",
       "Version": "1.0.4",
@@ -1278,6 +1367,16 @@
       ],
       "Hash": "01f28d4278f15c76cddbea05899c5d6f"
     },
+    "png": {
+      "Package": "png",
+      "Version": "0.1-8",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R"
+      ],
+      "Hash": "bd54ba8a0a5faded999a7aab6e46b374"
+    },
     "prettyunits": {
       "Package": "prettyunits",
       "Version": "1.1.1",
@@ -1329,6 +1428,18 @@
       ],
       "Hash": "376a8ebcc878f9c1395e212548fc297a"
     },
+    "proxy": {
+      "Package": "proxy",
+      "Version": "0.4-27",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "stats",
+        "utils"
+      ],
+      "Hash": "e0ef355c12942cf7a6b91a6cfaea8b3e"
+    },
     "purrr": {
       "Package": "purrr",
       "Version": "1.0.1",
@@ -1344,6 +1455,27 @@
       ],
       "Hash": "d71c815267c640f17ddbf7f16144b4bb"
     },
+    "rJava": {
+      "Package": "rJava",
+      "Version": "1.0-6",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "methods"
+      ],
+      "Hash": "0415819f6baa75d86d52483f7292b623"
+    },
+    "rappdirs": {
+      "Package": "rappdirs",
+      "Version": "0.3.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R"
+      ],
+      "Hash": "5e3c5dc0b071b21fa128676560dbe94d"
+    },
     "readr": {
       "Package": "readr",
       "Version": "2.1.4",
@@ -1410,6 +1542,28 @@
       ],
       "Hash": "c321cd99d56443dbffd1c9e673c0c1a2"
     },
+    "reticulate": {
+      "Package": "reticulate",
+      "Version": "1.34.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "Matrix",
+        "R",
+        "Rcpp",
+        "RcppTOML",
+        "graphics",
+        "here",
+        "jsonlite",
+        "methods",
+        "png",
+        "rappdirs",
+        "rlang",
+        "utils",
+        "withr"
+      ],
+      "Hash": "a69f815bcba8a055de0b08339b943f9e"
+    },
     "rlang": {
       "Package": "rlang",
       "Version": "1.1.1",
@@ -1474,6 +1628,18 @@
       "Repository": "CRAN",
       "Hash": "5564500e25cffad9e22244ced1379887"
     },
+    "s2": {
+      "Package": "s2",
+      "Version": "1.1.4",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp",
+        "wk"
+      ],
+      "Hash": "f1cbe03bb3346f8e817518ffa20f9f5a"
+    },
     "scales": {
       "Package": "scales",
       "Version": "1.2.1",
@@ -1492,6 +1658,29 @@
       ],
       "Hash": "906cb23d2f1c5680b8ce439b44c6fa63"
     },
+    "sf": {
+      "Package": "sf",
+      "Version": "1.0-14",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "DBI",
+        "R",
+        "Rcpp",
+        "classInt",
+        "grDevices",
+        "graphics",
+        "grid",
+        "magrittr",
+        "methods",
+        "s2",
+        "stats",
+        "tools",
+        "units",
+        "utils"
+      ],
+      "Hash": "e2111252a76984ca50bf8d6314348681"
+    },
     "shape": {
       "Package": "shape",
       "Version": "1.4.6",
@@ -1740,6 +1929,17 @@
       ],
       "Hash": "f561504ec2897f4d46f0c7657e488ae1"
     },
+    "units": {
+      "Package": "units",
+      "Version": "0.8-4",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp"
+      ],
+      "Hash": "e0fbcea25008a7540c83c2c294135de0"
+    },
     "utf8": {
       "Package": "utf8",
       "Version": "1.2.3",
@@ -1823,6 +2023,16 @@
       ],
       "Hash": "c0e49a9760983e81e55cdd9be92e7182"
     },
+    "wk": {
+      "Package": "wk",
+      "Version": "0.9.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R"
+      ],
+      "Hash": "f58cfa8d9c3a78a309d455a647dee853"
+    },
     "workflows": {
       "Package": "workflows",
       "Version": "1.1.3",

From 4756f53e1a21fafbe82c671e3765b1be7288d3ab Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Tue, 14 Nov 2023 11:35:49 -0600
Subject: [PATCH 18/22] Revert "Add ingest dependencies to renv.lock"

This reverts commit 33f83a55ce8aa1f64b62bf0d0f0f2bcbb558761b.
---
 .renvignore |   3 +-
 renv.lock   | 212 +---------------------------------------------------
 2 files changed, 3 insertions(+), 212 deletions(-)

diff --git a/.renvignore b/.renvignore
index 6eacfc9..43ae394 100644
--- a/.renvignore
+++ b/.renvignore
@@ -1,4 +1,5 @@
 README.Rmd
+pipeline/00-ingest.R
 pipeline/06-export.R
 pipeline/07-api.R
-reports/
+reports/
\ No newline at end of file
diff --git a/renv.lock b/renv.lock
index 3caf78b..674e341 100644
--- a/renv.lock
+++ b/renv.lock
@@ -9,17 +9,6 @@
     ]
   },
   "Packages": {
-    "DBI": {
-      "Package": "DBI",
-      "Version": "1.1.3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "methods"
-      ],
-      "Hash": "b2866e62bab9378c3cc9476a1954226b"
-    },
     "DiceDesign": {
       "Package": "DiceDesign",
       "Version": "1.9",
@@ -104,19 +93,6 @@
       ],
       "Hash": "45f0398006e83a5b10b72a90663d8d8c"
     },
-    "RJDBC": {
-      "Package": "RJDBC",
-      "Version": "0.2-10",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "DBI",
-        "R",
-        "methods",
-        "rJava"
-      ],
-      "Hash": "13c8497cff6152328799ffcaf141ae2b"
-    },
     "Rcpp": {
       "Package": "Rcpp",
       "Version": "1.0.11",
@@ -128,17 +104,6 @@
       ],
       "Hash": "ae6cbbe1492f4de79c45fce06f967ce8"
     },
-    "RcppTOML": {
-      "Package": "RcppTOML",
-      "Version": "0.2.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "Rcpp"
-      ],
-      "Hash": "c232938949fcd8126034419cc529333a"
-    },
     "SQUAREM": {
       "Package": "SQUAREM",
       "Version": "2021.1",
@@ -344,8 +309,8 @@
       "Package": "ccao",
       "Version": "1.2.2",
       "Source": "GitHub",
-      "RemoteType": "github",
       "Remotes": "ccao-data/assessr",
+      "RemoteType": "github",
       "RemoteHost": "api.github.com",
       "RemoteRepo": "ccao",
       "RemoteUsername": "ccao-data",
@@ -374,22 +339,6 @@
       ],
       "Hash": "f91f6b29f38b8c280f2b9477787d4bb2"
     },
-    "classInt": {
-      "Package": "classInt",
-      "Version": "0.4-10",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "KernSmooth",
-        "R",
-        "class",
-        "e1071",
-        "grDevices",
-        "graphics",
-        "stats"
-      ],
-      "Hash": "f5a40793b1ae463a7ffb3902a95bf864"
-    },
     "cli": {
       "Package": "cli",
       "Version": "3.6.1",
@@ -575,22 +524,6 @@
       ],
       "Hash": "dea6970ff715ca541c387de363ff405e"
     },
-    "e1071": {
-      "Package": "e1071",
-      "Version": "1.7-13",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "class",
-        "grDevices",
-        "graphics",
-        "methods",
-        "proxy",
-        "stats",
-        "utils"
-      ],
-      "Hash": "1046cb48d06cb40c2900d8878f03a0fe"
-    },
     "ellipsis": {
       "Package": "ellipsis",
       "Version": "0.3.2",
@@ -854,28 +787,6 @@
       ],
       "Hash": "7e5e3cbd2a7bc07880c94e22348fb661"
     },
-    "igraph": {
-      "Package": "igraph",
-      "Version": "1.5.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "Matrix",
-        "R",
-        "cli",
-        "cpp11",
-        "grDevices",
-        "graphics",
-        "lifecycle",
-        "magrittr",
-        "methods",
-        "pkgconfig",
-        "rlang",
-        "stats",
-        "utils"
-      ],
-      "Hash": "80401cb5ec513e8ddc56764d03f63669"
-    },
     "infer": {
       "Package": "infer",
       "Version": "1.0.4",
@@ -1367,16 +1278,6 @@
       ],
       "Hash": "01f28d4278f15c76cddbea05899c5d6f"
     },
-    "png": {
-      "Package": "png",
-      "Version": "0.1-8",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "bd54ba8a0a5faded999a7aab6e46b374"
-    },
     "prettyunits": {
       "Package": "prettyunits",
       "Version": "1.1.1",
@@ -1428,18 +1329,6 @@
       ],
       "Hash": "376a8ebcc878f9c1395e212548fc297a"
     },
-    "proxy": {
-      "Package": "proxy",
-      "Version": "0.4-27",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "stats",
-        "utils"
-      ],
-      "Hash": "e0ef355c12942cf7a6b91a6cfaea8b3e"
-    },
     "purrr": {
       "Package": "purrr",
       "Version": "1.0.1",
@@ -1455,27 +1344,6 @@
       ],
       "Hash": "d71c815267c640f17ddbf7f16144b4bb"
     },
-    "rJava": {
-      "Package": "rJava",
-      "Version": "1.0-6",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "methods"
-      ],
-      "Hash": "0415819f6baa75d86d52483f7292b623"
-    },
-    "rappdirs": {
-      "Package": "rappdirs",
-      "Version": "0.3.3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "5e3c5dc0b071b21fa128676560dbe94d"
-    },
     "readr": {
       "Package": "readr",
       "Version": "2.1.4",
@@ -1542,28 +1410,6 @@
       ],
       "Hash": "c321cd99d56443dbffd1c9e673c0c1a2"
     },
-    "reticulate": {
-      "Package": "reticulate",
-      "Version": "1.34.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "Matrix",
-        "R",
-        "Rcpp",
-        "RcppTOML",
-        "graphics",
-        "here",
-        "jsonlite",
-        "methods",
-        "png",
-        "rappdirs",
-        "rlang",
-        "utils",
-        "withr"
-      ],
-      "Hash": "a69f815bcba8a055de0b08339b943f9e"
-    },
     "rlang": {
       "Package": "rlang",
       "Version": "1.1.1",
@@ -1628,18 +1474,6 @@
       "Repository": "CRAN",
       "Hash": "5564500e25cffad9e22244ced1379887"
     },
-    "s2": {
-      "Package": "s2",
-      "Version": "1.1.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "Rcpp",
-        "wk"
-      ],
-      "Hash": "f1cbe03bb3346f8e817518ffa20f9f5a"
-    },
     "scales": {
       "Package": "scales",
       "Version": "1.2.1",
@@ -1658,29 +1492,6 @@
       ],
       "Hash": "906cb23d2f1c5680b8ce439b44c6fa63"
     },
-    "sf": {
-      "Package": "sf",
-      "Version": "1.0-14",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "DBI",
-        "R",
-        "Rcpp",
-        "classInt",
-        "grDevices",
-        "graphics",
-        "grid",
-        "magrittr",
-        "methods",
-        "s2",
-        "stats",
-        "tools",
-        "units",
-        "utils"
-      ],
-      "Hash": "e2111252a76984ca50bf8d6314348681"
-    },
     "shape": {
       "Package": "shape",
       "Version": "1.4.6",
@@ -1929,17 +1740,6 @@
       ],
       "Hash": "f561504ec2897f4d46f0c7657e488ae1"
     },
-    "units": {
-      "Package": "units",
-      "Version": "0.8-4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "Rcpp"
-      ],
-      "Hash": "e0fbcea25008a7540c83c2c294135de0"
-    },
     "utf8": {
       "Package": "utf8",
       "Version": "1.2.3",
@@ -2023,16 +1823,6 @@
       ],
       "Hash": "c0e49a9760983e81e55cdd9be92e7182"
     },
-    "wk": {
-      "Package": "wk",
-      "Version": "0.9.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "f58cfa8d9c3a78a309d455a647dee853"
-    },
     "workflows": {
       "Package": "workflows",
       "Version": "1.1.3",

From 41ebdfb097daa8309766be8a7f402d00acf485b3 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Tue, 14 Nov 2023 11:36:09 -0600
Subject: [PATCH 19/22] Revert "Rename loc_cook_municipality_name back to
 loc_tax_municipality_name"

This reverts commit 82d6155f3abeb9c594e5001e145ff31c24066f7e.
---
 README.Rmd             | 8 +++-----
 README.md              | 2 +-
 params.yaml            | 4 ++--
 pipeline/01-train.R    | 2 +-
 pipeline/02-assess.R   | 2 +-
 pipeline/03-evaluate.R | 6 +++---
 6 files changed, 11 insertions(+), 13 deletions(-)

diff --git a/README.Rmd b/README.Rmd
index 2dc0c13..6bac107 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -106,11 +106,9 @@ ccao::vars_dict %>%
     )
   ) %>%
   mutate(`Unique to Condo Model` = ifelse(
-    var_name_model != "loc_tax_municipality_name" & (
-      var_name_model %in% condo_unique_preds |
-        `Feature Name` %in%
-          c("Condominium Building Year Built", "Condominium % Ownership")
-    ),
+    var_name_model %in% condo_unique_preds |
+      `Feature Name` %in%
+        c("Condominium Building Year Built", "Condominium % Ownership"),
     "X", ""
   )) %>%
   arrange(desc(`Unique to Condo Model`), Category) %>%
diff --git a/README.md b/README.md
index ba42876..81e7aed 100644
--- a/README.md
+++ b/README.md
@@ -152,12 +152,12 @@ the 2023 assessment model.
 | Percent Population Mobility, Moved From Within Same County in Past Year | acs5           | numeric   |                       |
 | Longitude                                                               | loc            | numeric   |                       |
 | Latitude                                                                | loc            | numeric   |                       |
+| Municipality Name                                                       | loc            | character |                       |
 | FEMA Special Flood Hazard Area                                          | loc            | logical   |                       |
 | First Street Factor                                                     | loc            | numeric   |                       |
 | First Street Risk Direction                                             | loc            | numeric   |                       |
 | School Elementary District GEOID                                        | loc            | character |                       |
 | School Secondary District GEOID                                         | loc            | character |                       |
-| Municipality Name                                                       | loc            | character |                       |
 | CMAP Walkability Score (No Transit)                                     | loc            | numeric   |                       |
 | CMAP Walkability Total Score                                            | loc            | numeric   |                       |
 | Airport Noise DNL                                                       | loc            | numeric   |                       |
diff --git a/params.yaml b/params.yaml
index 58ae676..210eb61 100644
--- a/params.yaml
+++ b/params.yaml
@@ -178,7 +178,7 @@ model:
       "char_full_baths",
       "loc_longitude",
       "loc_latitude",
-      "loc_tax_municipality_name",
+      "loc_cook_municipality_name",
       "loc_env_flood_fema_sfha",
       "loc_env_flood_fs_factor",
       "loc_env_flood_fs_risk_direction",
@@ -244,7 +244,7 @@ model:
     categorical: [
       "meta_township_code",
       "meta_nbhd_code",
-      "loc_tax_municipality_name",
+      "loc_cook_municipality_name",
       "loc_school_elementary_district_geoid",
       "loc_school_secondary_district_geoid",
       "time_sale_quarter_of_year",
diff --git a/pipeline/01-train.R b/pipeline/01-train.R
index 3628ef6..e6d0ec2 100644
--- a/pipeline/01-train.R
+++ b/pipeline/01-train.R
@@ -347,7 +347,7 @@ test %>%
   select(
     meta_year, meta_pin, meta_pin10, meta_class, meta_card_num, meta_lline_num,
     meta_triad_code, meta_township_code, meta_nbhd_code,
-    loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
+    loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
     loc_census_tract_geoid, loc_school_elementary_district_geoid,
     loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
     char_unit_sf, char_building_sf, char_full_baths, char_half_baths,
diff --git a/pipeline/02-assess.R b/pipeline/02-assess.R
index 4864030..276bc80 100644
--- a/pipeline/02-assess.R
+++ b/pipeline/02-assess.R
@@ -293,7 +293,7 @@ assessment_data_pin <- assessment_data_merged %>%
     # Keep locations, prior year values, and indicators
     loc_longitude, loc_latitude,
     starts_with(c(
-      "loc_property_", "loc_tax_", "loc_ward_", "loc_chicago_",
+      "loc_property_", "loc_cook_", "loc_ward_", "loc_chicago_",
       "loc_census", "loc_school_", "prior_", "ind_"
     )),
     meta_pin10_5yr_num_sale,
diff --git a/pipeline/03-evaluate.R b/pipeline/03-evaluate.R
index 42a0266..2ea2a08 100644
--- a/pipeline/03-evaluate.R
+++ b/pipeline/03-evaluate.R
@@ -52,7 +52,7 @@ col_rename_dict <- c(
   "geography_id" = "meta_township_code",
   "geography_id" = "meta_township_name",
   "geography_id" = "meta_nbhd_code",
-  "geography_id" = "loc_tax_municipality_name",
+  "geography_id" = "loc_cook_municipality_name",
   "geography_id" = "loc_ward_num",
   "geography_id" = "loc_census_puma_geoid",
   "geography_id" = "loc_census_tract_geoid",
@@ -80,7 +80,7 @@ if (run_type == "full") {
   assessment_data_pin <- read_parquet(paths$output$assessment_pin$local) %>%
     select(
       meta_pin, meta_class, meta_triad_code, meta_township_code, meta_nbhd_code,
-      loc_tax_municipality_name, loc_ward_num, loc_census_puma_geoid,
+      loc_cook_municipality_name, loc_ward_num, loc_census_puma_geoid,
       loc_census_tract_geoid, loc_school_elementary_district_geoid,
       loc_school_secondary_district_geoid, loc_school_unified_district_geoid,
       char_total_bldg_sf, char_unit_sf, prior_far_tot, prior_near_tot,
@@ -343,7 +343,7 @@ gen_agg_stats_quantile <- function(data, truth, estimate,
 # class or no class option for each level
 geographies_quosures <- rlang::quos(
   meta_township_code,
-  meta_nbhd_code, loc_tax_municipality_name,
+  meta_nbhd_code, loc_cook_municipality_name,
   loc_ward_num, loc_census_puma_geoid, loc_census_tract_geoid,
   loc_school_elementary_district_geoid, loc_school_secondary_district_geoid,
   loc_school_unified_district_geoid,

From a852f226e805ca4b6c0cc8f10a2c27e3aac585f0 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Tue, 14 Nov 2023 12:30:05 -0600
Subject: [PATCH 20/22] Revert "Revert "Pin build-and-run-model to main branch
 of ccao-data/actions""

This reverts commit e801405bdd88cb285332b1c5167e69be89f8e70a.
---
 .github/workflows/build-and-run-model.yaml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index f1199db..d9f4c2f 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,9 +27,8 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml
     with:
-      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run

From 3f2114e968c2690c1446c149cab4e8249baa5f99 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Tue, 14 Nov 2023 15:08:29 -0600
Subject: [PATCH 21/22] Revert "Revert "Revert "Pin build-and-run-model to main
 branch of ccao-data/actions"""

This reverts commit a852f226e805ca4b6c0cc8f10a2c27e3aac585f0.
---
 .github/workflows/build-and-run-model.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index d9f4c2f..f1199db 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,8 +27,9 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
     with:
+      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run

From fd2fcdd6e9e149d1f9ce14013bb1f7f74034e6f4 Mon Sep 17 00:00:00 2001
From: Jean Cochrane <jean@jeancochrane.com>
Date: Tue, 14 Nov 2023 15:14:58 -0600
Subject: [PATCH 22/22] Revert "Revert "Revert "Revert "Pin build-and-run-model
 to main branch of ccao-data/actions""""

This reverts commit 3f2114e968c2690c1446c149cab4e8249baa5f99.
---
 .github/workflows/build-and-run-model.yaml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build-and-run-model.yaml b/.github/workflows/build-and-run-model.yaml
index f1199db..d9f4c2f 100644
--- a/.github/workflows/build-and-run-model.yaml
+++ b/.github/workflows/build-and-run-model.yaml
@@ -27,9 +27,8 @@ jobs:
       # required in order to allow the reusable called workflow to push to
       # GitHub Container Registry
       packages: write
-    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml@jeancochrane/add-batch-and-terraform-workflows-and-actions
+    uses: ccao-data/actions/.github/workflows/build-and-run-batch-job.yaml
     with:
-      ref: jeancochrane/add-batch-and-terraform-workflows-and-actions
       vcpu: "16.0"
       memory: "65536"
       role-duration-seconds: 14400  # Worst-case time for a full model run