diff --git a/Pipfile b/Pipfile
index 6ef811f..fa5debf 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,7 +8,7 @@ attrs = "*"
 boto3 = "*"
 duckdb = "*"
 duckdb-engine = "*"
-pandas = "*"
+pandas = "<3.0.0"
 pyarrow = "*"
 sqlalchemy = "==2.0.44"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index bd7cc81..39f5abb 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "467c9e3ec6f2d8648123c1f636a7fc60608564040818ff632f4028e122b30f7f"
+            "sha256": "d7d3fca89f807cafda00a60731bcf4f8a0470b1e1ef8339a64401e9b552bef5d"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -27,20 +27,20 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:4c9a62dcb5c3f905630fe99fb4b81131da84c5c92eedcc81a89cbd924c1c524f",
-                "sha256:9d6aad3fa8b90567006bf7b32efa26489fc306fbe63946eaf57b72356a45761d"
+                "sha256:0ba535985f139cf38455efd91f3801fe72e5cce6ded2df5aadfd63177d509675",
+                "sha256:695ac7e62dfde28cc1d3b28a581cce37c53c729d48ea0f4cd0dbf599856850cf"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.42.13"
+            "version": "==1.42.32"
         },
         "botocore": {
             "hashes": [
-                "sha256:7e4cf14bd5719b60600fb45d2bb3ae140feb3c182a863b93093aafce7f93cfee",
-                "sha256:b750b2de4a2478db9718a02395cb9da8698901ba02378d60037d6369ecb6bb88"
+                "sha256:4c0a9fe23e060c019e327cd5e4ea1976a1343faba74e5301ebfc9549cc584ccb",
+                "sha256:9c1ce43687cc4c0bba12054b229b3464265c699e2de4723998d86791254a5a37"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.42.13"
+            "version": "==1.42.32"
         },
         "duckdb": {
             "hashes": [
@@ -101,99 +101,97 @@
         },
         "jmespath": {
             "hashes": [
-                "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980",
-                "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"
+                "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d",
+                "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.0.1"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.1.0"
         },
         "numpy": {
             "hashes": [
-                "sha256:00dc4e846108a382c5869e77c6ed514394bdeb3403461d25a829711041217d5b",
-                "sha256:0472f11f6ec23a74a906a00b48a4dcf3849209696dff7c189714511268d103ae",
-                "sha256:04822c00b5fd0323c8166d66c701dc31b7fbd252c100acd708c48f763968d6a3",
-                "sha256:052e8c42e0c49d2575621c158934920524f6c5da05a1d3b9bab5d8e259e045f0",
-                "sha256:09a1bea522b25109bf8e6f3027bd810f7c1085c64a0c7ce050c1676ad0ba010b",
-                "sha256:0cd00b7b36e35398fa2d16af7b907b65304ef8bb4817a550e06e5012929830fa",
-                "sha256:0d8163f43acde9a73c2a33605353a4f1bc4798745a8b1d73183b28e5b435ae28",
-                "sha256:1062fde1dcf469571705945b0f221b73928f34a20c904ffb45db101907c3454e",
-                "sha256:11e06aa0af8c0f05104d56450d6093ee639e15f24ecf62d417329d06e522e017",
-                "sha256:17531366a2e3a9e30762c000f2c43a9aaa05728712e25c11ce1dbe700c53ad41",
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-                "sha256:2e2eb32ddb9ccb817d620ac1d8dae7c3f641c1e5f55f531a33e8ab97960a75b8",
-                "sha256:2feae0d2c91d46e59fcd62784a3a83b3fb677fead592ce51b5a6fbb4f95965ff",
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+                "sha256:f0a90aba7d521e6954670550e561a4cb925713bd944445dbe9e729b71f6cabee",
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+                "sha256:fb1461c99de4d040666ca0444057b06541e5642f800b71c56e6ea92d6a853a0c"
             ],
             "markers": "python_version >= '3.11'",
-            "version": "==2.3.5"
+            "version": "==2.4.1"
         },
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@@ -427,11 +425,11 @@
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@@ -445,37 +443,37 @@
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@@ -486,38 +484,38 @@
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@@ -980,19 +978,19 @@
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@@ -1400,11 +1398,11 @@
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@@ -1544,20 +1540,20 @@
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@@ -1569,11 +1565,11 @@
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@@ -1788,11 +1784,51 @@
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@@ -1899,29 +1935,29 @@
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+                "sha256:20ffd184fb1df76a66e34bd1b36b4a4641bd2b82954befa32fe8163e79f1a702",
+                "sha256:26ab906a1eb794cd4e103691daa23d95c6919cc2fa9160000ac02370cc9dd3f6",
+                "sha256:2add28aacc7425117ff6364fe9e06a183bb0251b03f986df0e78e974047571fd",
+                "sha256:2b1e3b80e1d5e52e40e9b924ec43d81570f0e7d09d11081b797bc4692765a3d4",
+                "sha256:31d556d079d72db7c584c0627ff3a24c5d3fb4f730221d3444f3efb1b2514776",
+                "sha256:36b9d05b51e65b254ea6c2585b59d2c4cb91c8a3d91d0ed0f17591a29aaea54a",
+                "sha256:39b0b5d1b6dd03684b3fb276407ebed7090bbec989fa55838c98560c01113b66",
+                "sha256:3cf226acb51d8f1c394c1b310e0e0e61fecdd7adcb78d01e294ac297dd2e7f87",
+                "sha256:3d895d56bd3f82ddd6faaff993c275efc2ff38e52322ea264122d72729dca2b2",
+                "sha256:413540dce94673591859c4c6f794dfeaa845e98bf35d72ed59636f869ef9f86f",
+                "sha256:43e685b9b2341681907759cf3a04e14d7104b3580f808cfde1dfdb60ada85475",
+                "sha256:4cbcb367d44a1f0c2be408758b43e1ffb5308abe0ea222897d6bfc8e8281ef2f",
+                "sha256:551e321c6ba03b55676970b47cb1b73f14a0a4dce6a3e1a9458fd6d921d72e95",
+                "sha256:5572e41282d5268eb09a697c89a7bee84fae66511f87533a6f88bd2f7b652da9",
+                "sha256:5aa48d7c2356055feef06a43611fc401a07337d5b006be13a30f6c58f869e3c3",
+                "sha256:5b5807f3999fb66776dbce568cc9a828544244a8eb84b84b9bafc080c99597b9",
+                "sha256:5e3f639a7a8f10069d0e15408c0b96a2a828cfdec6fca05296ebcdcc28ca7c76",
+                "sha256:685306e2cc7da35be4ee914fd34ab801a6acacb061b6a7abca922aaf9ad368da",
+                "sha256:75c2f8bbddf170e8effc98f5e9084a8751f8174ea6ccf4fca5398436e0320bc8",
+                "sha256:7b438885858efd5be02a9a133caf5812b8776ee0c969fea02c45e8e3f296ba51",
+                "sha256:7d49c66a7d5e56ac959cb6fc583aff0651094ec071ba9ad43df785abc2320d86",
+                "sha256:7d6d9a4aee98fac3eab4952ad1d73aee87359452d1c086b5ceb43ed02ddb16b8",
+                "sha256:84d081fbc252d1b6a982e1870660e7330fb8f90f676f6e78b052ad4e64714bf0",
+                "sha256:8768715ffc41f0008abe25d808c20c3d990f42b6e2e58305d5da280ae7d1fa3b",
+                "sha256:920b1de295e72887bafa3ad9f7a792f811847d57ea6b1215154030cf131f16b1",
+                "sha256:9a08144fa4cba33db5255f9b74f0b89888622109bd2776148f2597447f92a94e",
+                "sha256:a26d7ff68dfdb9f87a016ecfd1e1c2bacbe3108f4e0f8bcd2228ef9a766c787d",
+                "sha256:aa89c3f6c277dd275d8e243ad24f3b5e701491a860d5121f2cdd399fbb31fc9c",
+                "sha256:b5ef256a3fd497d4973c11bf142e9ed78b150d36f5773f1ca6088c230ffc5867",
+                "sha256:b6c78bdf37764092d369722d9946cb65b8767bfa4110f902a1b2542d8d173c8a",
+                "sha256:bbb1b10aa643d973366dc2cb1ad94f99c1726a02343d43cbc011edbfac579e7c",
+                "sha256:c084ad935abe686bd9c898e62a02a19abfc9760b5a79bc29644463eaf2840cb0",
+                "sha256:c73add4bb52a206fd0c0723432db123c0c75c280cbd67174dd9d2db228ebb1b4",
+                "sha256:cae9c19ed12d4e8f3ebf46d1a75090e4c0dc16271c5bce1c833ac168f08fb614",
+                "sha256:d20b797a5c1ad80c516e41bc1fb0443ddb5006e9aaa7bda2d71978346aeb9132",
+                "sha256:d3d1654e11d724760cdb37a3d7691f0be9db5fbdaef59c9f532aabf87006dbaa",
+                "sha256:d878f2a6707cc9d53a1be1414bbb419e629c3d6e67f69230217bb663e76b5087"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.3.0"
+            "version": "==2.4.0"
         },
         "tomli-w": {
             "hashes": [
@@ -2028,11 +2069,11 @@
         },
         "types-awscrt": {
             "hashes": [
-                "sha256:362fd8f5eaebcfcd922cb9fd8274fb375df550319f78031ee3779eac0b9ecc79",
-                "sha256:8204126e01a00eaa4a746e7a0076538ca0e4e3f52408adec0ab9b471bb0bb64b"
+                "sha256:08b13494f93f45c1a92eb264755fce50ed0d1dc75059abb5e31670feb9a09724",
+                "sha256:7e4364ac635f72bd57f52b093883640b1448a6eded0ecbac6e900bf4b1e4777b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.30.0"
+            "version": "==0.31.1"
         },
         "types-pytz": {
             "hashes": [
@@ -2060,35 +2101,35 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:016f9c98bb7e98085cb2b4b17b87d2c702975664e4f060c6532e64d1c1a5e797",
-                "sha256:ec21cddfe7724fc7cb4ba4bea7aa8e2ef36f607a4bab81aa6ce42a13dc3f03dd"
+                "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed",
+                "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==2.6.2"
+            "version": "==2.6.3"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c",
-                "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"
+                "sha256:575a8d6b124ef88f6f51d56d656132389f961062a9177016a50e4f507bbcc19f",
+                "sha256:8befb5c81842c641f8ee658481e42641c68b5eab3521d8e092d18320902466ba"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.35.4"
+            "version": "==20.36.1"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605",
-                "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"
+                "sha256:073a1acb250e4add96cfd5ef84e0036605cd6e0d0782c8c15c80e42202348458",
+                "sha256:af1a2fb0b83ef4a7fc0682a4c95ca2576e14d0280bca2a9e67b7dc9f2733e123"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.2.14"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.3.0"
         },
         "werkzeug": {
             "hashes": [
-                "sha256:2ad50fb9ed09cc3af22c54698351027ace879a0b60a3b5edf5730b2f7d876905",
-                "sha256:cd3cd98b1b92dc3b7b3995038826c68097dcb16f9baa63abe35f20eafeb9fe5e"
+                "sha256:5111e36e91086ece91f93268bb39b4a35c1e6f1feac762c9c822ded0a4e322dc",
+                "sha256:6a548b0e88955dd07ccb25539d7d0cc97417ee9e179677d22c7041c8f078ce67"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.1.4"
+            "version": "==3.1.5"
         },
         "xmltodict": {
             "hashes": [
diff --git a/pyproject.toml b/pyproject.toml
index 7e153ad..9b93460 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,7 @@ dependencies = [
     "boto3",
     "duckdb",
     "duckdb_engine",
-    "pandas",
+    "pandas<3.0.0",
     "pyarrow",
     "sqlalchemy==2.0.44"
 ]
diff --git a/tests/test_dataset.py b/tests/test_dataset.py
index 2840342..e28a6d2 100644
--- a/tests/test_dataset.py
+++ b/tests/test_dataset.py
@@ -248,17 +248,12 @@ def test_dataset_duckdb_context_created_on_init(timdex_dataset):
 
 
 def test_dataset_duckdb_context_creates_data_schema(timdex_dataset):
-    assert (
-        timdex_dataset.conn.query(
-            """
+    assert timdex_dataset.conn.query("""
             select count(*)
             from information_schema.schemata
             where catalog_name = 'memory'
             and schema_name = 'data';
-            """
-        ).fetchone()[0]
-        == 1
-    )
+            """).fetchone()[0] == 1
 
 
 def test_dataset_preload_current_records_default_false(timdex_dataset):
diff --git a/tests/test_metadata.py b/tests/test_metadata.py
index af94193..7cbbf77 100644
--- a/tests/test_metadata.py
+++ b/tests/test_metadata.py
@@ -55,17 +55,12 @@ def test_tdm_init_metadata_file_found_success(timdex_metadata):
 
 
 def test_tdm_duckdb_context_creates_metadata_schema(timdex_metadata):
-    assert (
-        timdex_metadata.conn.query(
-            """
+    assert timdex_metadata.conn.query("""
             select count(*)
             from information_schema.schemata
             where catalog_name = 'memory'
             and schema_name = 'metadata';
-            """
-        ).fetchone()[0]
-        == 1
-    )
+            """).fetchone()[0] == 1
 
 
 def test_tdm_connection_has_static_database_attached(timdex_metadata):
@@ -241,38 +236,32 @@ def test_tdm_current_records_with_deltas_logic(timdex_metadata_with_deltas):
 
 def test_tdm_current_records_most_recent_version(timdex_metadata_with_deltas):
     # check that for records with multiple versions, only the most recent is returned
-    multi_version_records = timdex_metadata_with_deltas.conn.query(
-        """
+    multi_version_records = timdex_metadata_with_deltas.conn.query("""
         select timdex_record_id, count(*) as version_count
         from metadata.records
         group by timdex_record_id
         having count(*) > 1
         limit 1;
-        """
-    ).to_df()
+        """).to_df()
 
     if len(multi_version_records) > 0:
         record_id = multi_version_records.iloc[0]["timdex_record_id"]
 
         # get most recent timestamp for this record
-        most_recent = timdex_metadata_with_deltas.conn.query(
-            f"""
+        most_recent = timdex_metadata_with_deltas.conn.query(f"""
             select run_timestamp, run_id
             from metadata.records
             where timdex_record_id = '{record_id}'
             order by run_timestamp desc
             limit 1;
-            """
-        ).to_df()
+            """).to_df()
 
         # verify current_records contains this version
-        current_version = timdex_metadata_with_deltas.conn.query(
-            f"""
+        current_version = timdex_metadata_with_deltas.conn.query(f"""
             select run_timestamp, run_id
             from metadata.current_records
             where timdex_record_id = '{record_id}';
-            """
-        ).to_df()
+            """).to_df()
 
         assert len(current_version) == 1
         assert (
@@ -294,21 +283,17 @@ def test_tdm_merge_append_deltas_static_counts_match_records_count_before_merge(
 def test_tdm_merge_append_deltas_adds_records_to_static_db(
     timdex_metadata_with_deltas, timdex_metadata_merged_deltas
 ):
-    append_deltas = timdex_metadata_with_deltas.conn.query(
-        f"""
+    append_deltas = timdex_metadata_with_deltas.conn.query(f"""
             select
             {','.join(ORDERED_METADATA_COLUMN_NAMES)}
             from metadata.append_deltas
-        """
-    ).to_df()
+        """).to_df()
 
-    merged_static_db = timdex_metadata_merged_deltas.conn.query(
-        f"""
+    merged_static_db = timdex_metadata_merged_deltas.conn.query(f"""
             select
             {','.join(ORDERED_METADATA_COLUMN_NAMES)}
             from static_db.records
-        """
-    ).to_df()
+        """).to_df()
 
     assert set(map(tuple, append_deltas.to_numpy())).issubset(
         set(map(tuple, merged_static_db.to_numpy()))
@@ -332,18 +317,12 @@ def test_td_prepare_duckdb_secret_and_extensions_home_env_var_set_and_valid(
     monkeypatch.setenv("HOME", str(preset_home))
 
     td = TIMDEXDataset(timdex_dataset_with_runs.location)
-    df = (
-        td.conn.query(
-            """
+    df = td.conn.query("""
         select
             current_setting('secret_directory') as secret_directory,
             current_setting('extension_directory') as extension_directory
         ;
-        """
-        )
-        .to_df()
-        .iloc[0]
-    )
+        """).to_df().iloc[0]
     assert "my-account" in df.secret_directory
     assert df.extension_directory == ""  # expected and okay when HOME set
 
@@ -355,18 +334,12 @@ def test_td_prepare_duckdb_secret_and_extensions_home_env_var_unset(
 
     td = TIMDEXDataset(timdex_dataset_with_runs.location)
 
-    df = (
-        td.conn.query(
-            """
+    df = td.conn.query("""
         select
             current_setting('secret_directory') as secret_directory,
             current_setting('extension_directory') as extension_directory
         ;
-        """
-        )
-        .to_df()
-        .iloc[0]
-    )
+        """).to_df().iloc[0]
     assert df.secret_directory == "/tmp/.duckdb/secrets"
     assert df.extension_directory == "/tmp/.duckdb/extensions"
 
@@ -378,18 +351,12 @@ def test_td_prepare_duckdb_secret_and_extensions_home_env_var_set_but_empty(
 
     td = TIMDEXDataset(timdex_dataset_with_runs.location)
 
-    df = (
-        td.conn.query(
-            """
+    df = td.conn.query("""
         select
             current_setting('secret_directory') as secret_directory,
             current_setting('extension_directory') as extension_directory
         ;
-        """
-        )
-        .to_df()
-        .iloc[0]
-    )
+        """).to_df().iloc[0]
     assert df.secret_directory == "/tmp/.duckdb/secrets"
     assert df.extension_directory == "/tmp/.duckdb/extensions"
 
@@ -411,16 +378,14 @@ def test_tdm_preload_false_no_temp_table(timdex_dataset_with_runs):
     td = TIMDEXDataset(timdex_dataset_with_runs.location)
 
     # assert that materialized, temporary table "temp.current_records" does not exist
-    temp_table_count = td.metadata.conn.query(
-        """
+    temp_table_count = td.metadata.conn.query("""
         select count(*)
         from information_schema.tables
         where table_catalog = 'temp'
         and table_name = 'current_records'
         and table_type = 'LOCAL TEMPORARY'
         ;
-        """
-    ).fetchone()[0]
+        """).fetchone()[0]
 
     assert temp_table_count == 0
 
@@ -430,15 +395,13 @@ def test_tdm_preload_true_has_temp_table(timdex_dataset_with_runs):
     td = TIMDEXDataset(timdex_dataset_with_runs.location, preload_current_records=True)
 
     # assert that materialized, temporary table "temp.current_records" does exist
-    temp_table_count = td.metadata.conn.query(
-        """
+    temp_table_count = td.metadata.conn.query("""
             select count(*)
             from information_schema.tables
             where table_catalog = 'temp'
             and table_name = 'current_records'
             and table_type = 'LOCAL TEMPORARY'
             ;
-            """
-    ).fetchone()[0]
+            """).fetchone()[0]
 
     assert temp_table_count == 1
diff --git a/tests/utils.py b/tests/utils.py
index 850a6fc..6e2a3de 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -105,14 +105,12 @@ def generate_sample_embeddings_for_run(
     embedding_dimensions: int = 3,
 ) -> Iterator[DatasetEmbedding]:
     """Generate sample DatasetEmbeddings for a given ETL run."""
-    records_metadata = timdex_dataset.conn.query(
-        f"""
+    records_metadata = timdex_dataset.conn.query(f"""
     select
         *
     from metadata.records
     where run_id = '{run_id}';
-    """
-    ).to_df()
+    """).to_df()
 
     if not embedding_timestamp:
         embedding_timestamp = records_metadata.iloc[0].run_timestamp.isoformat()
diff --git a/timdex_dataset_api/__init__.py b/timdex_dataset_api/__init__.py
index de45ca2..c6875ff 100644
--- a/timdex_dataset_api/__init__.py
+++ b/timdex_dataset_api/__init__.py
@@ -5,7 +5,7 @@
 from timdex_dataset_api.metadata import TIMDEXDatasetMetadata
 from timdex_dataset_api.record import DatasetRecord
 
-__version__ = "3.10.0"
+__version__ = "3.11.0"
 
 __all__ = [
     "DatasetEmbedding",
diff --git a/timdex_dataset_api/embeddings.py b/timdex_dataset_api/embeddings.py
index 4da3177..c10f70c 100644
--- a/timdex_dataset_api/embeddings.py
+++ b/timdex_dataset_api/embeddings.py
@@ -181,8 +181,7 @@ def _create_embeddings_view(self, conn: DuckDBPyConnection) -> None:
         """Create a view that projects over embeddings parquet files."""
         logger.debug("creating view data.embeddings")
 
-        conn.execute(
-            f"""
+        conn.execute(f"""
             create or replace view data.embeddings as
             (
                 select *
@@ -192,8 +191,7 @@ def _create_embeddings_view(self, conn: DuckDBPyConnection) -> None:
                     filename=true
                 )
             );
-            """
-        )
+            """)
 
     def _create_current_embeddings_view(self, conn: DuckDBPyConnection) -> None:
         """Create a view of current embedding records.
@@ -205,8 +203,7 @@ def _create_current_embeddings_view(self, conn: DuckDBPyConnection) -> None:
         logger.debug("creating view data.current_embeddings")
 
         # SQL for the current records logic (CTEs)
-        conn.execute(
-            """
+        conn.execute("""
             create or replace view data.current_embeddings as
             (
                 with
@@ -229,8 +226,7 @@ def _create_current_embeddings_view(self, conn: DuckDBPyConnection) -> None:
                 from ce_ranked_embeddings
                 where rn = 1
             );
-            """
-        )
+            """)
 
     def _create_current_run_embeddings_view(self, conn: DuckDBPyConnection) -> None:
         """Create a view of current embedding records per run.
@@ -242,8 +238,7 @@ def _create_current_run_embeddings_view(self, conn: DuckDBPyConnection) -> None:
         logger.debug("creating view data.current_run_embeddings")
 
         # SQL for the current records logic (CTEs)
-        conn.execute(
-            """
+        conn.execute("""
             create or replace view data.current_run_embeddings as
             (
                 with
@@ -267,8 +262,7 @@ def _create_current_run_embeddings_view(self, conn: DuckDBPyConnection) -> None:
                 from ce_ranked_embeddings
                 where rn = 1
             );
-            """
-        )
+            """)
 
     def write(
         self,
diff --git a/timdex_dataset_api/metadata.py b/timdex_dataset_api/metadata.py
index 37a20d8..ae0fbc8 100644
--- a/timdex_dataset_api/metadata.py
+++ b/timdex_dataset_api/metadata.py
@@ -85,35 +85,23 @@ def append_deltas_path(self) -> str:
     @property
     def records_count(self) -> int:
         """Count of all records in dataset."""
-        return self.conn.query(
-            """
+        return self.conn.query("""
             select count(*) from metadata.records;
-            """
-        ).fetchone()[
-            0
-        ]  # type: ignore[index]
+            """).fetchone()[0]  # type: ignore[index]
 
     @property
     def current_records_count(self) -> int:
         """Count of all current records in dataset."""
-        return self.conn.query(
-            """
+        return self.conn.query("""
             select count(*) from metadata.current_records;
-            """
-        ).fetchone()[
-            0
-        ]  # type: ignore[index]
+            """).fetchone()[0]  # type: ignore[index]
 
     @property
     def append_deltas_count(self) -> int:
         """Count of all append deltas."""
-        return self.conn.query(
-            """
+        return self.conn.query("""
             select count(*) from metadata.append_deltas;
-            """
-        ).fetchone()[
-            0
-        ]  # type: ignore[index]
+            """).fetchone()[0]  # type: ignore[index]
 
     def create_metadata_structure(self) -> None:
         """Ensure metadata structure exists in TIMDEX dataset."""
@@ -254,14 +242,10 @@ def _create_append_deltas_view(self, conn: DuckDBPyConnection) -> None:
         logger.debug("creating view metadata.append_deltas")
 
         # get current append delta count
-        append_delta_count = conn.execute(
-            f"""
+        append_delta_count = conn.execute(f"""
             select count(*) as file_count
             from glob('{self.append_deltas_path}/*.parquet')
-            """
-        ).fetchone()[
-            0
-        ]  # type: ignore[index]
+            """).fetchone()[0]  # type: ignore[index]
         logger.debug(f"{append_delta_count} append deltas found")
 
         # if deltas, create view projecting over those parquet files
@@ -290,8 +274,7 @@ def _create_append_deltas_view(self, conn: DuckDBPyConnection) -> None:
     def _create_records_union_view(self, conn: DuckDBPyConnection) -> None:
         logger.debug("creating view metadata.records")
 
-        conn.execute(
-            f"""
+        conn.execute(f"""
             create or replace view metadata.records as
             (
                 select
@@ -302,8 +285,7 @@ def _create_records_union_view(self, conn: DuckDBPyConnection) -> None:
                     {','.join(ORDERED_METADATA_COLUMN_NAMES)}
                 from metadata.append_deltas
             );
-            """
-        )
+            """)
 
     def _create_current_records_view(self, conn: DuckDBPyConnection) -> None:
         """Create a view of current records.
@@ -373,25 +355,21 @@ def _create_current_records_view(self, conn: DuckDBPyConnection) -> None:
         if self.preload_current_records:
             logger.debug("creating temp table temp.main.current_records")
             conn.execute("set temp_directory = '/tmp';")
-            conn.execute(
-                f"""
+            conn.execute(f"""
                 create or replace temp table temp.main.current_records as
                 {current_records_query};
 
                 -- create view in metadata schema that points to temp table
                 create or replace view metadata.current_records as
                 select * from temp.main.current_records;
-                """
-            )
+                """)
 
         # create view only (lazy evaluation)
         else:
-            conn.execute(
-                f"""
+            conn.execute(f"""
                 create or replace view metadata.current_records as
                 {current_records_query};
-                """
-            )
+                """)
 
     def merge_append_deltas(self) -> None:
         """Merge append deltas into the static metadata database file."""
@@ -402,16 +380,10 @@ def merge_append_deltas(self) -> None:
         s3_client = S3Client()
 
         # get filenames of append deltas
-        append_delta_filenames = (
-            self.conn.query(
-                """
+        append_delta_filenames = self.conn.query("""
                 select distinct(append_delta_filename)
                 from metadata.append_deltas
-                """
-            )
-            .to_df()["append_delta_filename"]
-            .to_list()
-        )
+                """).to_df()["append_delta_filename"].to_list()
 
         if len(append_delta_filenames) == 0:
             logger.info("no append deltas found")
@@ -433,14 +405,12 @@ def merge_append_deltas(self) -> None:
             self.conn.execute(f"""attach '{local_db_path}' AS local_static_db;""")
 
             # insert records from append deltas to local static db
-            self.conn.execute(
-                f"""
+            self.conn.execute(f"""
                 insert into local_static_db.records
                 select
                     {','.join(ORDERED_METADATA_COLUMN_NAMES)}
                 from metadata.append_deltas
-                """
-            )
+                """)
 
             # detach from local static db
             self.conn.execute("""detach local_static_db;""")
diff --git a/timdex_dataset_api/utils.py b/timdex_dataset_api/utils.py
index 6fea970..116bf07 100644
--- a/timdex_dataset_api/utils.py
+++ b/timdex_dataset_api/utils.py
@@ -164,18 +164,15 @@ def _install_extensions(self, conn: DuckDBPyConnection) -> None:
             conn.execute(f"set secret_directory='{secrets_dir.as_posix()}';")
             conn.execute(f"set extension_directory='{extensions_dir.as_posix()}';")
 
-        conn.execute(
-            """
+        conn.execute("""
             install httpfs;
             load httpfs;
-            """
-        )
+            """)
 
     def _configure_s3_secret(self, conn: DuckDBPyConnection) -> None:
         """Configure a secret in a DuckDB connection for S3 access."""
         if os.getenv("MINIO_S3_ENDPOINT_URL"):
-            conn.execute(
-                f"""
+            conn.execute(f"""
                 create or replace secret minio_s3_secret (
                     type s3,
                     endpoint '{urlparse(os.environ["MINIO_S3_ENDPOINT_URL"]).netloc}',
@@ -185,30 +182,25 @@ def _configure_s3_secret(self, conn: DuckDBPyConnection) -> None:
                     url_style 'path',
                     use_ssl false
                 );
-                """
-            )
+                """)
 
         elif self.location_scheme == "s3":
-            conn.execute(
-                """
+            conn.execute("""
                 create or replace secret aws_s3_secret (
                     type s3,
                     provider credential_chain,
                     refresh true
                 );
-                """
-            )
+                """)
 
     def _configure_memory_profile(self, conn: DuckDBPyConnection) -> None:
         """Configure DuckDB memory and thread settings."""
-        conn.execute(
-            f"""
+        conn.execute(f"""
             set enable_external_file_cache = false;
             set memory_limit = '{self.memory_limit}';
             set threads = {self.threads};
             set preserve_insertion_order=false;
-            """
-        )
+            """)
 
 
 def sa_reflect_duckdb_conn(