From d01ceb1a86a758ff61f3056c8cfc3916229f8428 Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Tue, 18 Nov 2025 13:44:00 -0500
Subject: [PATCH 1/2] Update dependencies

---
 Pipfile.lock | 2079 +++++++++++++++++++++++++++-----------------------
 1 file changed, 1128 insertions(+), 951 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 085c08b..da976fc 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,235 +18,305 @@
     "default": {
         "attrs": {
             "hashes": [
-                "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3",
-                "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"
+                "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11",
+                "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==25.3.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==25.4.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407",
-                "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"
+                "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b",
+                "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2025.8.3"
+            "version": "==2025.11.12"
         },
         "cffi": {
             "hashes": [
-                "sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8",
-                "sha256:0984a4925a435b1da406122d4d7968dd861c1385afe3b45ba82b750f229811e2",
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-                "sha256:1d599671f396c4723d016dbddb72fe8e0397082b0a77a4fab8028923bec050e8",
-                "sha256:28b16024becceed8c6dfbc75629e27788d8a3f9030691a1dbf9821a128b22c36",
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-            "version": "==1.17.1"
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+            "version": "==2.0.0"
         },
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-            "markers": "python_version >= '3.7' and python_full_version not in '3.9.0, 3.9.1'",
-            "version": "==45.0.6"
+            "markers": "python_version >= '3.8' and python_full_version not in '3.9.0, 3.9.1'",
+            "version": "==46.0.3"
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@@ -283,6 +358,7 @@
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@@ -292,106 +368,120 @@
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@@ -409,187 +499,200 @@
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             "index": "pypi",
             "markers": "python_version >= '3.9'",
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+            "version": "==2.3.3"
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         "python-daemon": {
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@@ -625,12 +728,12 @@
         },
         "sentry-sdk": {
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+            "version": "==2.45.0"
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         "six": {
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@@ -642,67 +745,67 @@
         },
         "sqlalchemy": {
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@@ -732,20 +835,20 @@
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@@ -784,40 +887,44 @@
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@@ -828,39 +935,39 @@
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+            "markers": "python_version >= '3.10'",
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@@ -1133,36 +1278,36 @@
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@@ -1437,12 +1585,12 @@
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@@ -1484,29 +1632,29 @@
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-                "sha256:e67d96827854f50b9e3e8327b031647e7bcc090dbe7bb11101a81a3a2cbf1cc9",
-                "sha256:ebb7333a45d56efc7c110a46a69a1b32365d5c5161e7244aaf3aa20ce62399c1",
-                "sha256:f3fc21178cd44c98142ae7590f42ddcb587b8e09a3b849cbc84edb62ee95de60"
+                "sha256:2d1fa985a42b1f075a098fa1ab9d472b712bdb17ad87a8ec86e45e7fa6273e68",
+                "sha256:3676cb02b9061fee7294661071c4709fa21419ea9176087cb77e64410926eb78",
+                "sha256:410e781f1122d6be4f446981dd479470af86537fb0b8857f27a6e872f65a38e4",
+                "sha256:4b700459d4649e2594b31f20a9de33bc7c19976d4746d8d0798ad959621d64a4",
+                "sha256:6d146132d1ee115f8802356a2dc9a634dbf58184c51bff21f313e8cd1c74899a",
+                "sha256:7497d19dce23976bdaca24345ae131a1d38dcfe1b0850ad8e9e6e4fa321a6e19",
+                "sha256:88f0770d42b7fa02bbefddde15d235ca3aa24e2f0137388cc15b2dcbb1f7c7a7",
+                "sha256:8d3b48d7d8aad423d3137af7ab6c8b1e38e4de104800f0d596990f6ada1a9fc1",
+                "sha256:9d55d7af7166f143c94eae1db3312f9ea8f95a4defef1979ed516dbb38c27621",
+                "sha256:b595bedf6bc9cab647c4a173a61acf4f1ac5f2b545203ba82f30fcb10b0318fb",
+                "sha256:c01be527ef4c91a6d55e53b337bfe2c0f82af024cc1a33c44792d6844e2331e1",
+                "sha256:c135d4b681f7401fe0e7312017e41aba9b3160861105726b76cfa14bc25aa367",
+                "sha256:c83642e6fccfb6dea8b785eb9f456800dcd6a63f362238af5fc0c83d027dd08b",
+                "sha256:d93be8f1fa01022337f1f8f3bcaa7ffee2d0b03f00922c45c2207954f351f465",
+                "sha256:e2380596653dcd20b057794d55681571a257a42327da8894b93bbd6111aa801f",
+                "sha256:f3b8248123b586de44a8018bcc9fefe31d23dda57a34e6f0e1e53bd51fd63594",
+                "sha256:f55382725ad0bdb2e8ee2babcbbfb16f124f5a59496a2f6a46f1d9d99d93e6e2",
+                "sha256:f66e9bb762e68d66e48550b59c74314168ebb46199886c5c5aa0b0fbcc81b151",
+                "sha256:f7a75236570318c7a30edd7f5491945f0169de738d945ca8784500b517163a72"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==0.12.10"
+            "version": "==0.14.5"
         },
         "s3transfer": {
             "hashes": [
-                "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724",
-                "sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf"
+                "sha256:ea3b790c7077558ed1f02a3072fb3cb992bbbd253392f4b6e9e8976941c7d456",
+                "sha256:eff12264e7c8b4985074ccce27a3b38a485bb7f7422cc8046fee9be4983e4125"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==0.13.1"
+            "version": "==0.14.0"
         },
         "six": {
             "hashes": [
@@ -1698,18 +1874,19 @@
         },
         "virtualenv": {
             "hashes": [
-                "sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026",
-                "sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a"
+                "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c",
+                "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.34.0"
+            "version": "==20.35.4"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
-                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
+                "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605",
+                "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"
             ],
-            "version": "==0.2.13"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.2.14"
         }
     }
 }

From dfc4e635cbd448ecc755b5ccaeb9a23b0bfaa2e2 Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Tue, 18 Nov 2025 13:45:14 -0500
Subject: [PATCH 2/2] Job title links to Pay Grade table

Why these changes are being introduced:

When the Pay Grade table was introduced, the Job Titles table now
has a pointer to a pay grade.  When the daily middleware runs, we
need to provide a Pay Grade record id instead of the pay grade
literal.

How this addresses that need:

For the Job Title task, retrieve all pay grades.  If the pay grade
is found, use the pay grade record identifier, else set to None.

Side effects of this change:
* No more warning during daily runs.

Relevant ticket(s):
* https://mitlibraries.atlassian.net/browse/IN-1534
---
 hrqb/tasks/job_titles.py          | 44 +++++++++++++++++++++++++++----
 tests/conftest.py                 | 32 +++++++++++++++++++++-
 tests/tasks/test_lookup_tables.py |  2 +-
 tests/test_base_task.py           |  2 +-
 4 files changed, 72 insertions(+), 8 deletions(-)

diff --git a/hrqb/tasks/job_titles.py b/hrqb/tasks/job_titles.py
index 996fc61..9901eb3 100644
--- a/hrqb/tasks/job_titles.py
+++ b/hrqb/tasks/job_titles.py
@@ -1,12 +1,14 @@
 """hrqb.tasks.job_titles"""
 
 import luigi  # type: ignore[import-untyped]
+import numpy as np
 import pandas as pd
 
 from hrqb.base.task import PandasPickleTask, QuickbaseUpsertTask
 from hrqb.tasks.employee_appointments import (
     ExtractDWEmployeeAppointments,
 )
+from hrqb.utils.quickbase import QBClient
 
 
 class TransformUniqueJobTitles(PandasPickleTask):
@@ -18,13 +20,45 @@ def requires(self) -> list[luigi.Task]:  # pragma: nocover
         return [ExtractDWEmployeeAppointments(pipeline=self.pipeline)]
 
     def get_dataframe(self) -> pd.DataFrame:
-        fields = {"job_title_long": "Job Title", "pay_grade": "Pay Grade"}
-        return (
-            self.single_input_dataframe[fields.keys()]
-            .drop_duplicates()
-            .rename(columns=fields)
+        # extract unique job titles and pay grades from employee appointments
+        job_titles_df = self.single_input_dataframe[
+            ["job_title_long", "pay_grade"]
+        ].drop_duplicates()
+
+        # fetch active pay grades from Quickbase
+        pay_grade_df = self._get_active_pay_grades()
+
+        # join job titles with pay grade records
+        job_titles_df = job_titles_df.merge(
+            pay_grade_df, how="left", on="pay_grade"
+        ).replace({np.nan: None})
+
+        # rename columns to match Quickbase schema
+        return job_titles_df.rename(
+            columns={
+                "job_title_long": "Job Title",
+                "pay_grade_record_id": "Related Pay Grade",
+            }
+        )[["Job Title", "Related Pay Grade"]]
+
+    def _get_active_pay_grades(self) -> pd.DataFrame:
+        """Retrieve active pay grades from Quickbase.
+
+        Returns dataframe of [pay_grade, pay_grade_record_id].
+        """
+        qbclient = QBClient()
+        pay_grade_df = qbclient.get_table_as_df(
+            qbclient.get_table_id("Pay Grade"),
+            fields=["Pay Grade", "Record ID#", "Active Pay Grade"],
         )
 
+        return pay_grade_df[pay_grade_df["Active Pay Grade"] == "Active"].rename(
+            columns={
+                "Pay Grade": "pay_grade",
+                "Record ID#": "pay_grade_record_id",
+            }
+        )[["pay_grade", "pay_grade_record_id"]]
+
 
 class LoadJobTitles(QuickbaseUpsertTask):
     table_name = luigi.Parameter("Job Titles")
diff --git a/tests/conftest.py b/tests/conftest.py
index 70224be..1c9fe61 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -375,6 +375,15 @@ def mocked_qb_api_delete_records(qbclient, mocked_delete_payload, global_request
     return api_response
 
 
+@pytest.fixture
+def mocked_qb_api_get_pay_grade_records(qbclient, global_requests_mock, mocked_table_id):
+    url = f"{qbclient.api_base}/tables/{mocked_table_id}?appId={qbclient.app_id}"
+    with open("tests/fixtures/qb_api_responses/payGradeRecords.json") as f:
+        api_response = json.load(f)
+    global_requests_mock.get(url, json=api_response)
+    return api_response
+
+
 @pytest.fixture
 def qbclient_with_mocked_table_fields(qbclient, mocked_query_table_fields):
     with mock.patch.object(type(qbclient), "get_table_fields") as mocked_table_fields:
@@ -534,6 +543,25 @@ def mocked_qbclient_departments_df():
         yield mocked_get_table_df
 
 
+@pytest.fixture
+def mocked_qbclient_pay_grades_df():
+    with mock.patch(
+        "hrqb.utils.quickbase.QBClient.get_table_as_df"
+    ) as mocked_get_table_df, mock.patch(
+        "hrqb.utils.quickbase.QBClient.get_table_id"
+    ) as _mocked_table_id:
+        mocked_get_table_df.return_value = pd.DataFrame(
+            [
+                {
+                    "Pay Grade": "5",
+                    "Record ID#": 1,
+                    "Active Pay Grade": "Active",
+                },
+            ]
+        )
+        yield mocked_get_table_df
+
+
 @pytest.fixture
 def task_extract_qb_departments_target(
     task_extract_qb_departments, mocked_qbclient_departments_df
@@ -621,7 +649,9 @@ def task_transform_employee_types_complete(
 
 @pytest.fixture
 def task_transform_job_titles_complete(
-    all_tasks_pipeline_name, task_extract_dw_employee_appointment_complete
+    all_tasks_pipeline_name,
+    task_extract_dw_employee_appointment_complete,
+    mocked_qbclient_pay_grades_df,
 ):
     from hrqb.tasks.job_titles import TransformUniqueJobTitles
 
diff --git a/tests/tasks/test_lookup_tables.py b/tests/tasks/test_lookup_tables.py
index 81c1e25..ee42ad2 100644
--- a/tests/tasks/test_lookup_tables.py
+++ b/tests/tasks/test_lookup_tables.py
@@ -7,7 +7,7 @@ def test_task_transform_employee_types_required_fields(
 
 
 def test_task_transform_job_titles_required_fields(task_transform_job_titles_complete):
-    assert {"Job Title", "Pay Grade"} == set(
+    assert {"Job Title", "Related Pay Grade"} == set(
         task_transform_job_titles_complete.get_dataframe().columns
     )
 
diff --git a/tests/test_base_task.py b/tests/test_base_task.py
index cbecb68..bdf704b 100644
--- a/tests/test_base_task.py
+++ b/tests/test_base_task.py
@@ -182,7 +182,7 @@ class MissingRequiredPropertiesQueryTask(SQLQueryExtractTask):
     with pytest.raises(
         AttributeError,
         match=(
-            "Property 'sql_file' must be set or property 'sql_query' overridden to "
+            r"Property 'sql_file' must be set or property 'sql_query' overridden to "
             "explicitly return a SQL string."
         ),
     ):