diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 59d2105..3a23a70 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 exclude: (^.idea/)
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v3.2.0
+    rev: v5.0.0
     hooks:
       - id: end-of-file-fixer
         types: [ python ]
diff --git a/Pipfile b/Pipfile
index 8f8b395..413e60f 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,17 +8,19 @@ name = "pypi"
 py4j="==0.10.9.7" # https://spark.apache.org/docs/latest/api/python/getting_started/install.html#dependencies
 # pyspark is needed for working with Spark
 pyspark="==3.5.1"  # should match the version of spark we use for testing
+# logger is needed for logging
 logger = ">=1.4"
-sparkdataframecomparer = ">=2.0.6"
+# sparkdataframecomparer is needed for comparing Spark DataFrames
+sparkdataframecomparer = ">=2.0.13"
 Deprecated = ">=1.2.12"
 numpy = ">=1.15"
 
 [dev-packages]
 # setuptools is needed for building the package
 setuptools=">=72.1.0"
-packaging=">=24.1"
 # wheel is needed for building the package
 wheel = ">=0.43.0"
+# twine is needed for uploading the package to PyPI
 twine=">=5.1.1"
 # pre-commit is needed for running code quality checks
 pre-commit=">=3.7.1"
@@ -27,21 +29,22 @@ autoflake=">=2.3.1"
 # mypy is needed for type checking
 mypy = ">=1.11.1"
 # pytest is needed for running tests
-pytest = ">=8.2.2"
+pytest = ">=8.3.2"
 # black is needed for formatting code
-black = ">=24.4.2"
-# importlib-metadata is needed for working with metadata
-importlib-metadata = ">=5.2.0"
-pygments = ">=2.18.0" # not directly required, pinned by Snyk to avoid a vulnerability
-types-Deprecated=">=1.2.9.20240311"
+black = ">=24.8.0"
+# pygments is needed for syntax highlighting
+pygments=">=2.18.0" # not directly required, pinned by Snyk to avoid a vulnerability
 # Sphinx is needed for generating documentation
-Sphinx="==4.1.2"
+Sphinx="==7.4.7"
 # sphinx-autoapi is needed for generating API documentation
-sphinx-autoapi="==2.0.0"
+sphinx-autoapi="==3.2.1"
 # sphinx-rtd-theme is needed for the Read the Docs theme
-sphinx-rtd-theme="==1.0.0"
+sphinx-rtd-theme="==2.0.0"
 # myst-parser is needed for parsing Markdown
-myst-parser="==0.17.2"
+myst-parser="==3.0.1"
+# recodoc is needed for generating documentation
+recommonmark="==0.7.1"
+types-Deprecated=">=1.2.9.20240311"
 
 # These dependencies are required for pipenv-setup.  They conflict with ones above, so we install these
 # only when running pipenv-setup
diff --git a/Pipfile.lock b/Pipfile.lock
index a25b955..d1b66b0 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2c60bda0742e3d16b3da53214e25eedb8cec23fb9a38848779651fd1bb032b6c"
+            "sha256": "7aedfc34d5481a2e79ab1069526bec169bd0308a78ea267d1e2436a35ef693f9"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -34,62 +34,63 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:08801848a40aea24ce16c2ecde3b756f9ad756586fb2d13210939eb69b023f5b",
-                "sha256:0937e54c09f7a9a68da6889362ddd2ff584c02d015ec92672c099b61555f8911",
-                "sha256:0ab32eb9170bf8ffcbb14f11613f4a0b108d3ffee0832457c5d4808233ba8977",
-                "sha256:0abb3916a35d9090088a748636b2c06dc9a6542f99cd476979fb156a18192b84",
-                "sha256:0af3a5987f59d9c529c022c8c2a64805b339b7ef506509fba7d0556649b9714b",
-                "sha256:10e2350aea18d04832319aac0f887d5fcec1b36abd485d14f173e3e900b83e33",
-                "sha256:15ef8b2177eeb7e37dd5ef4016f30b7659c57c2c0b57a779f1d537ff33a72c7b",
-                "sha256:1f817c71683fd1bb5cff1529a1d085a57f02ccd2ebc5cd2c566f9a01118e3b7d",
-                "sha256:24003ba8ff22ea29a8c306e61d316ac74111cebf942afbf692df65509a05f111",
-                "sha256:30014b234f07b5fec20f4146f69e13cfb1e33ee9a18a1879a0142fbb00d47673",
-                "sha256:343e3e152bf5a087511cd325e3b7ecfd5b92d369e80e74c12cd87826e263ec06",
-                "sha256:378cb4f24c7d93066ee4103204f73ed046eb88f9ad5bb2275bb9fa0f6a02bd36",
-                "sha256:398049e237d1aae53d82a416dade04defed1a47f87d18d5bd615b6e7d7e41d1f",
-                "sha256:3a3336fbfa0d38d3deacd3fe7f3d07e13597f29c13abf4d15c3b6dc2291cbbdd",
-                "sha256:442596f01913656d579309edcd179a2a2f9977d9a14ff41d042475280fc7f34e",
-                "sha256:44e44973262dc3ae79e9063a1284a73e09d01b894b534a769732ccd46c28cc62",
-                "sha256:54139e0eb219f52f60656d163cbe67c31ede51d13236c950145473504fa208cb",
-                "sha256:5474dad8c86ee9ba9bb776f4b99ef2d41b3b8f4e0d199d4f7304728ed34d0300",
-                "sha256:54c6a63e9d81efe64bfb7bcb0ec64332a87d0b87575f6009c8ba67ea6374770b",
-                "sha256:624884b572dff8ca8f60fab591413f077471de64e376b17d291b19f56504b2bb",
-                "sha256:6326ab99b52fafdcdeccf602d6286191a79fe2fda0ae90573c5814cd2b0bc1b8",
-                "sha256:652e92fc409e278abdd61e9505649e3938f6d04ce7ef1953f2ec598a50e7c195",
-                "sha256:6c1de77ded79fef664d5098a66810d4d27ca0224e9051906e634b3f7ead134c2",
-                "sha256:76368c788ccb4f4782cf9c842b316140142b4cbf22ff8db82724e82fe1205dce",
-                "sha256:7a894c51fd8c4e834f00ac742abad73fc485df1062f1b875661a3c1e1fb1c2f6",
-                "sha256:7dc90da0081f7e1da49ec4e398ede6a8e9cc4f5ebe5f9e06b443ed889ee9aaa2",
-                "sha256:848c6b5cad9898e4b9ef251b6f934fa34630371f2e916261070a4eb9092ffd33",
-                "sha256:899da829b362ade41e1e7eccad2cf274035e1cb36ba73034946fccd4afd8606b",
-                "sha256:8ab81ccd753859ab89e67199b9da62c543850f819993761c1e94a75a814ed667",
-                "sha256:8fb49a0ba4d8f41198ae2d52118b050fd34dace4b8f3fb0ee34e23eb4ae775b1",
-                "sha256:9156ca1f79fc4acc226696e95bfcc2b486f165a6a59ebe22b2c1f82ab190384a",
-                "sha256:9523f8b46485db6939bd069b28b642fec86c30909cea90ef550373787f79530e",
-                "sha256:a0756a179afa766ad7cb6f036de622e8a8f16ffdd55aa31f296c870b5679d745",
-                "sha256:a0cdef204199278f5c461a0bed6ed2e052998276e6d8ab2963d5b5c39a0500bc",
-                "sha256:ab83adc099ec62e044b1fbb3a05499fa1e99f6d53a1dde102b2d85eff66ed324",
-                "sha256:b34fa5e3b5d6dc7e0a4243fa0f81367027cb6f4a7215a17852979634b5544ee0",
-                "sha256:b47c551c6724960479cefd7353656498b86e7232429e3a41ab83be4da1b109e8",
-                "sha256:c4cd94dfefbefec3f8b544f61286584292d740e6e9d4677769bc76b8f41deb02",
-                "sha256:c4f982715e65036c34897eb598d64aef15150c447be2cfc6643ec7a11af06574",
-                "sha256:d8f699a709120b220dfe173f79c73cb2a2cab2c0b88dd59d7b49407d032b8ebd",
-                "sha256:dd94ce596bda40a9618324547cfaaf6650b1a24f5390350142499aa4e34e53d1",
-                "sha256:de844aaa4815b78f6023832590d77da0e3b6805c644c33ce94a1e449f16d6ab5",
-                "sha256:e5f0642cdf4636198a4990de7a71b693d824c56a757862230454629cf62e323d",
-                "sha256:f07fa2f15dabe91259828ce7d71b5ca9e2eb7c8c26baa822c825ce43552f4883",
-                "sha256:f15976718c004466406342789f31b6673776360f3b1e3c575f25302d7e789575",
-                "sha256:f358ea9e47eb3c2d6eba121ab512dfff38a88db719c38d1e67349af210bc7529",
-                "sha256:f505264735ee074250a9c78247ee8618292091d9d1fcc023290e9ac67e8f1afa",
-                "sha256:f5ebbf9fbdabed208d4ecd2e1dfd2c0741af2f876e7ae522c2537d404ca895c3",
-                "sha256:f6b26e6c3b98adb648243670fddc8cab6ae17473f9dc58c51574af3e64d61211",
-                "sha256:f8e93a01a35be08d31ae33021e5268f157a2d60ebd643cfc15de6ab8e4722eb1",
-                "sha256:fe76d75b345dc045acdbc006adcb197cc680754afd6c259de60d358d60c93736",
-                "sha256:ffbd6faeb190aaf2b5e9024bac9622d2ee549b7ec89ef3a9373fa35313d44e0e"
+                "sha256:05b2d4e667895cc55e3ff2b56077e4c8a5604361fc21a042845ea3ad67465aa8",
+                "sha256:12edb90831ff481f7ef5f6bc6431a9d74dc0e5ff401559a71e5e4611d4f2d466",
+                "sha256:13311c2db4c5f7609b462bc0f43d3c465424d25c626d95040f073e30f7570e35",
+                "sha256:13532a088217fa624c99b843eeb54640de23b3414b14aa66d023805eb731066c",
+                "sha256:13602b3174432a35b16c4cfb5de9a12d229727c3dd47a6ce35111f2ebdf66ff4",
+                "sha256:1600068c262af1ca9580a527d43dc9d959b0b1d8e56f8a05d830eea39b7c8af6",
+                "sha256:1b8cde4f11f0a975d1fd59373b32e2f5a562ade7cde4f85b7137f3de8fbb29a0",
+                "sha256:1c193d0b0238638e6fc5f10f1b074a6993cb13b0b431f64079a509d63d3aa8b7",
+                "sha256:1ebec5fd716c5a5b3d8dfcc439be82a8407b7b24b230d0ad28a81b61c2f4659a",
+                "sha256:242b39d00e4944431a3cd2db2f5377e15b5785920421993770cddb89992c3f3a",
+                "sha256:259ec80d54999cc34cd1eb8ded513cb053c3bf4829152a2e00de2371bd406f5e",
+                "sha256:2abbf905a0b568706391ec6fa15161fad0fb5d8b68d73c461b3c1bab6064dd62",
+                "sha256:2cbba4b30bf31ddbe97f1c7205ef976909a93a66bb1583e983adbd155ba72ac2",
+                "sha256:2ffef621c14ebb0188a8633348504a35c13680d6da93ab5cb86f4e54b7e922b5",
+                "sha256:30d53720b726ec36a7f88dc873f0eec8447fbc93d93a8f079dfac2629598d6ee",
+                "sha256:32e16a03138cabe0cb28e1007ee82264296ac0983714094380b408097a418cfe",
+                "sha256:43cca367bf94a14aca50b89e9bc2061683116cfe864e56740e083392f533ce7a",
+                "sha256:456e3b11cb79ac9946c822a56346ec80275eaf2950314b249b512896c0d2505e",
+                "sha256:4d6ec0d4222e8ffdab1744da2560f07856421b367928026fb540e1945f2eeeaf",
+                "sha256:5006b13a06e0b38d561fab5ccc37581f23c9511879be7693bd33c7cd15ca227c",
+                "sha256:675c741d4739af2dc20cd6c6a5c4b7355c728167845e3c6b0e824e4e5d36a6c3",
+                "sha256:6cdb606a7478f9ad91c6283e238544451e3a95f30fb5467fbf715964341a8a86",
+                "sha256:6d95f286b8244b3649b477ac066c6906fbb2905f8ac19b170e2175d3d799f4df",
+                "sha256:76322dcdb16fccf2ac56f99048af32259dcc488d9b7e25b51e5eca5147a3fb98",
+                "sha256:7c1c60328bd964b53f8b835df69ae8198659e2b9302ff9ebb7de4e5a5994db3d",
+                "sha256:860ec6e63e2c5c2ee5e9121808145c7bf86c96cca9ad396c0bd3e0f2798ccbe2",
+                "sha256:8e00ea6fc82e8a804433d3e9cedaa1051a1422cb6e443011590c14d2dea59146",
+                "sha256:9c6c754df29ce6a89ed23afb25550d1c2d5fdb9901d9c67a16e0b16eaf7e2550",
+                "sha256:a26ae94658d3ba3781d5e103ac07a876b3e9b29db53f68ed7df432fd033358a8",
+                "sha256:a65acfdb9c6ebb8368490dbafe83c03c7e277b37e6857f0caeadbbc56e12f4fb",
+                "sha256:a7d80b2e904faa63068ead63107189164ca443b42dd1930299e0d1cb041cec2e",
+                "sha256:a84498e0d0a1174f2b3ed769b67b656aa5460c92c9554039e11f20a05650f00d",
+                "sha256:ab4754d432e3ac42d33a269c8567413bdb541689b02d93788af4131018cbf366",
+                "sha256:ad369ed238b1959dfbade9018a740fb9392c5ac4f9b5173f420bd4f37ba1f7a0",
+                "sha256:b1d0fcae4f0949f215d4632be684a539859b295e2d0cb14f78ec231915d644db",
+                "sha256:b42a1a511c81cc78cbc4539675713bbcf9d9c3913386243ceff0e9429ca892fe",
+                "sha256:bd33f82e95ba7ad632bc57837ee99dba3d7e006536200c4e9124089e1bf42426",
+                "sha256:bdd407c40483463898b84490770199d5714dcc9dd9b792f6c6caccc523c00952",
+                "sha256:c6eef7a2dbd0abfb0d9eaf78b73017dbfd0b54051102ff4e6a7b2980d5ac1a03",
+                "sha256:c82af4b2ddd2ee72d1fc0c6695048d457e00b3582ccde72d8a1c991b808bb20f",
+                "sha256:d666cb72687559689e9906197e3bec7b736764df6a2e58ee265e360663e9baf7",
+                "sha256:d7bf0a4f9f15b32b5ba53147369e94296f5fffb783db5aacc1be15b4bf72f43b",
+                "sha256:d82075752f40c0ddf57e6e02673a17f6cb0f8eb3f587f63ca1eaab5594da5b17",
+                "sha256:da65fb46d4cbb75cb417cddf6ba5e7582eb7bb0b47db4b99c9fe5787ce5d91f5",
+                "sha256:e2b49c3c0804e8ecb05d59af8386ec2f74877f7ca8fd9c1e00be2672e4d399b1",
+                "sha256:e585c8ae871fd38ac50598f4763d73ec5497b0de9a0ab4ef5b69f01c6a046142",
+                "sha256:e8d3ca0a72dd8846eb6f7dfe8f19088060fcb76931ed592d29128e0219652884",
+                "sha256:ef444c57d664d35cac4e18c298c47d7b504c66b17c2ea91312e979fcfbdfb08a",
+                "sha256:f1eb068ead09f4994dec71c24b2844f1e4e4e013b9629f812f292f04bd1510d9",
+                "sha256:f2ded8d9b6f68cc26f8425eda5d3877b47343e68ca23d0d0846f4d312ecaa445",
+                "sha256:f751ed0a2f250541e19dfca9f1eafa31a392c71c832b6bb9e113b10d050cb0f1",
+                "sha256:faa88bc527d0f097abdc2c663cddf37c05a1c2f113716601555249805cf573f1",
+                "sha256:fc44e3c68ff00fd991b59092a54350e6e4911152682b4782f68070985aa9e648"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.10'",
-            "version": "==2.1.0"
+            "version": "==2.1.2"
         },
         "py4j": {
             "hashes": [
@@ -109,88 +110,83 @@
         },
         "sparkdataframecomparer": {
             "hashes": [
-                "sha256:292ca21c6e9758982c68deac5a9e0f33f9838e8bc8c0e2db2599bea6756567c5",
-                "sha256:ebd6167789a04c4e62c00ab0309f359af66e1214f8b072aafb9a33b5e482cf5c"
+                "sha256:622303b34ab044fb3182376e65ef4bb22bc489c020214a87fdce742b0f12d5bd",
+                "sha256:db3a7657f9506496b932aa3a0c51ac7ce674f018fee0256a10f3365bad0c2e36"
             ],
             "index": "pypi",
             "markers": "python_version >= '3'",
-            "version": "==2.0.6"
+            "version": "==2.0.13"
         },
         "wrapt": {
             "hashes": [
-                "sha256:0d2691979e93d06a95a26257adb7bfd0c93818e89b1406f5a28f36e0d8c1e1fc",
-                "sha256:14d7dc606219cdd7405133c713f2c218d4252f2a469003f8c46bb92d5d095d81",
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-                "sha256:2076fad65c6736184e77d7d4729b63a6d1ae0b70da4868adeec40989858eb3fb",
-                "sha256:2a88e6010048489cda82b1326889ec075a8c856c2e6a256072b28eaee3ccf487",
-                "sha256:3ebf019be5c09d400cf7b024aa52b1f3aeebeff51550d007e92c3c1c4afc2a40",
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-                "sha256:490b0ee15c1a55be9c1bd8609b8cecd60e325f0575fc98f50058eae366e01f41",
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-                "sha256:5eb404d89131ec9b4f748fa5cfb5346802e5ee8836f57d516576e61f304f3b7b",
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-                "sha256:685f568fa5e627e93f3b52fda002c7ed2fa1800b50ce51f6ed1d572d8ab3e7fc",
-                "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1",
-                "sha256:6a42cd0cfa8ffc1915aef79cb4284f6383d8a3e9dcca70c445dcfdd639d51267",
-                "sha256:6dcfcffe73710be01d90cae08c3e548d90932d37b39ef83969ae135d36ef3956",
-                "sha256:6f6eac2360f2d543cc875a0e5efd413b6cbd483cb3ad7ebf888884a6e0d2e966",
-                "sha256:72554a23c78a8e7aa02abbd699d129eead8b147a23c56e08d08dfc29cfdddca1",
-                "sha256:73870c364c11f03ed072dda68ff7aea6d2a3a5c3fe250d917a429c7432e15228",
-                "sha256:73aa7d98215d39b8455f103de64391cb79dfcad601701a3aa0dddacf74911d72",
-                "sha256:75ea7d0ee2a15733684badb16de6794894ed9c55aa5e9903260922f0482e687d",
-                "sha256:7bd2d7ff69a2cac767fbf7a2b206add2e9a210e57947dd7ce03e25d03d2de292",
-                "sha256:807cc8543a477ab7422f1120a217054f958a66ef7314f76dd9e77d3f02cdccd0",
-                "sha256:8e9723528b9f787dc59168369e42ae1c3b0d3fadb2f1a71de14531d321ee05b0",
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@@ -229,113 +225,113 @@
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@@ -531,12 +549,11 @@
         },
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@@ -564,11 +581,11 @@
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@@ -588,93 +605,94 @@
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@@ -736,12 +759,12 @@
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@@ -777,7 +800,6 @@
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@@ -799,11 +821,11 @@
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@@ -815,12 +837,12 @@
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@@ -849,12 +871,12 @@
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@@ -923,6 +945,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==43.0"
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@@ -949,11 +979,11 @@
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@@ -965,12 +995,12 @@
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@@ -981,30 +1011,30 @@
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@@ -1030,6 +1060,14 @@
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@@ -1080,29 +1118,21 @@
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@@ -1115,11 +1145,11 @@
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+                "sha256:3d59d125ffbd6d552765510e3f31ed75ebac2c7470c7274195b9161a32350284",
+                "sha256:40d3ff7fc90b98c637bda91c89d51264a3dcf210cade3a2c6f838c7268d7a4ca",
+                "sha256:425c5f215d0eecee9a56cdb703203dda90423247421bf0d67125add85d0c4455",
+                "sha256:43193c5cda5d612f247172016c4bb71251c784d7a4d9314677186a838ad34858",
+                "sha256:44aeb140295a2f0659e113b31cfe92c9061622cadbc9e2a2f7b8ef6b1e29ef4b",
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+                "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6",
+                "sha256:54b6a92d009cbe2fb11054ba694bc9e284dad30a26757b1e372a1fdddaf21920",
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+                "sha256:82357d85de703176b5587dbe6ade8ff67f9f69a41c0733cf2425378b49954de5",
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+                "sha256:8ce7fd6767a1cc5a92a639b391891bf1c268b03ec7e021c7d6d902285259685c",
+                "sha256:8ff4e7cdfdb1ab5698e675ca622e72d58a6fa2a8aa58195de0c0061288e6e3ea",
+                "sha256:9289fd5dddcf57bab41d044f1756550f9e7cf0c8e373b8cdf0ce8773dc4bd417",
+                "sha256:92a7e36b000bf022ef3dbb9c46bfe2d52c047d5e3f3343f43204263c5addc250",
+                "sha256:92db3c28b5b2a273346bebb24857fda45601aef6ae1c011c0a997106581e8a88",
+                "sha256:95c3c157765b031331dd4db3c775e58deaee050a3042fcad72cbc4189d7c8dca",
+                "sha256:980b4f289d1d90ca5efcf07958d3eb38ed9c0b7676bf2831a54d4f66f9c27dfa",
+                "sha256:9ae4ef0b3f6b41bad6366fb0ea4fc1d7ed051528e113a60fa2a65a9abb5b1d99",
+                "sha256:9c98230f5042f4945f957d006edccc2af1e03ed5e37ce7c373f00a5a4daa6149",
+                "sha256:9fa2566ca27d67c86569e8c85297aaf413ffab85a8960500f12ea34ff98e4c41",
+                "sha256:a14969b8691f7998e74663b77b4c36c0337cb1df552da83d5c9004a93afdb574",
+                "sha256:a8aacce6e2e1edcb6ac625fb0f8c3a9570ccc7bfba1f63419b3769ccf6a00ed0",
+                "sha256:a8e538f46104c815be19c975572d74afb53f29650ea2025bbfaef359d2de2f7f",
+                "sha256:aa41e526a5d4a9dfcfbab0716c7e8a1b215abd3f3df5a45cf18a12721d31cb5d",
+                "sha256:aa693779a8b50cd97570e5a0f343538a8dbd3e496fa5dcb87e29406ad0299654",
+                "sha256:ab22fbd9765e6954bc0bcff24c25ff71dcbfdb185fcdaca49e81bac68fe724d3",
+                "sha256:ab2e5bef076f5a235c3774b4f4028a680432cded7cad37bba0fd90d64b187d19",
+                "sha256:ab973df98fc99ab39080bfb0eb3a925181454d7c3ac8a1e695fddfae696d9e90",
+                "sha256:af73657b7a68211996527dbfeffbb0864e043d270580c5aef06dc4b659a4b578",
+                "sha256:b197e7094f232959f8f20541ead1d9862ac5ebea1d58e9849c1bf979255dfac9",
+                "sha256:b295729485b06c1a0683af02a9e42d2caa9db04a373dc38a6a58cdd1e8abddf1",
+                "sha256:b8831399554b92b72af5932cdbbd4ddc55c55f631bb13ff8fe4e6536a06c5c51",
+                "sha256:b8dcd239c743aa2f9c22ce674a145e0a25cb1566c495928440a181ca1ccf6719",
+                "sha256:bcb4f8ea87d03bc51ad04add8ceaf9b0f085ac045ab4d74e73bbc2dc033f0236",
+                "sha256:bd7af3717683bea4c87acd8c0d3d5b44d56120b26fd3f8a692bdd2d5260c620a",
+                "sha256:bf4475b82be41b07cc5e5ff94810e6a01f276e37c2d55571e3fe175e467a1a1c",
+                "sha256:c3e446d253bd88f6377260d07c895816ebf33ffffd56c1c792b13bff9c3e1ade",
+                "sha256:c57516e58fd17d03ebe67e181a4e4e2ccab1168f8c2976c6a334d4f819fe5944",
+                "sha256:c94057af19bc953643a33581844649a7fdab902624d2eb739738a30e2b3e60fc",
+                "sha256:cab5d0b79d987c67f3b9e9c53f54a61360422a5a0bc075f43cab5621d530c3b6",
+                "sha256:ce031db0408e487fd2775d745ce30a7cd2923667cf3b69d48d219f1d8f5ddeb6",
+                "sha256:cee4373f4d3ad28f1ab6290684d8e2ebdb9e7a1b74fdc39e4c211995f77bec27",
+                "sha256:d5b054862739d276e09928de37c79ddeec42a6e1bfc55863be96a36ba22926f6",
+                "sha256:dbe03226baf438ac4fda9e2d0715022fd579cb641c4cf639fa40d53b2fe6f3e2",
+                "sha256:dc15e99b2d8a656f8e666854404f1ba54765871104e50c8e9813af8a7db07f12",
+                "sha256:dcaf7c1524c0542ee2fc82cc8ec337f7a9f7edee2532421ab200d2b920fc97cf",
+                "sha256:dd4eda173a9fcccb5f2e2bd2a9f423d180194b1bf17cf59e3269899235b2a114",
+                "sha256:dd9a8bd8900e65504a305bf8ae6fa9fbc66de94178c420791d0293702fce2df7",
+                "sha256:de7376c29d95d6719048c194a9cf1a1b0393fbe8488a22008610b0361d834ecf",
+                "sha256:e7fdd52961feb4c96507aa649550ec2a0d527c086d284749b2f582f2d40a2e0d",
+                "sha256:e91f541a85298cf35433bf66f3fab2a4a2cff05c127eeca4af174f6d497f0d4b",
+                "sha256:e9e3c4c9e1ed40ea53acf11e2a386383c3304212c965773704e4603d589343ed",
+                "sha256:ee803480535c44e7f5ad00788526da7d85525cfefaf8acf8ab9a310000be4b03",
+                "sha256:f09cb5a7bbe1ecae6e87901a2eb23e0256bb524a79ccc53eb0b7629fbe7677c4",
+                "sha256:f19c1585933c82098c2a520f8ec1227f20e339e33aca8fa6f956f6691b784e67",
+                "sha256:f1a2f519ae173b5b6a2c9d5fa3116ce16e48b3462c8b96dfdded11055e3d6365",
+                "sha256:f28f891ccd15c514a0981f3b9db9aa23d62fe1a99997512b0491d2ed323d229a",
+                "sha256:f3e73a4255342d4eb26ef6df01e3962e73aa29baa3124a8e824c5d3364a65748",
+                "sha256:f606a1881d2663630ea5b8ce2efe2111740df4b687bd78b34a8131baa007f79b",
+                "sha256:fe9f97feb71aa9896b81973a7bbada8c49501dc73e58a10fcef6663af95e5079",
+                "sha256:ffc519621dce0c767e96b9c53f09c5d215578e10b02c285809f76509a3931482"
             ],
             "markers": "python_full_version >= '3.7.0'",
-            "version": "==3.3.2"
+            "version": "==3.4.0"
         },
         "colorama": {
             "hashes": [
@@ -1267,18 +1313,18 @@
         },
         "distlib": {
             "hashes": [
-                "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784",
-                "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"
+                "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87",
+                "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"
             ],
-            "version": "==0.3.8"
+            "version": "==0.3.9"
         },
         "idna": {
             "hashes": [
-                "sha256:050b4e5baadcd44d760cedbd2b8e639f2ff89bbc7a5730fcc662954303377aac",
-                "sha256:d838c2c0ed6fced7693d5e8ab8e734d5f8fda53a039c0164afb0b82e771e3603"
+                "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9",
+                "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==3.8"
+            "version": "==3.10"
         },
         "orderedmultidict": {
             "hashes": [
@@ -1305,11 +1351,11 @@
         },
         "pip": {
             "hashes": [
-                "sha256:2cd581cf58ab7fcfca4ce8efa6dcacd0de5bf8d0a3eb9ec927e07405f4d9e2a2",
-                "sha256:5b5e490b5e9cb275c879595064adce9ebd31b854e3e803740b72f9ccf34a45b8"
+                "sha256:3790624780082365f47549d032f3770eeb2b1e8bd1f7b2e02dace1afa361b4ed",
+                "sha256:ebcb60557f2aefabc2e0f918751cd24ea0d56d8ec5445fe1807f1d2109660b99"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==24.2"
+            "version": "==24.3.1"
         },
         "pip-shims": {
             "hashes": [
@@ -1336,11 +1382,11 @@
         },
         "platformdirs": {
             "hashes": [
-                "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee",
-                "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"
+                "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907",
+                "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.2.2"
+            "version": "==4.3.6"
         },
         "plette": {
             "extras": [
@@ -1388,11 +1434,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:b208925fcb9f7af924ed2dc04708ea89791e24bde0d3020b27df0e116088b34e",
-                "sha256:d59a3e788ab7e012ab2c4baed1b376da6366883ee20d7a5fc426816e3d7b1193"
+                "sha256:f2504966861356aa38616760c0f66568e535562374995367b4e69c7143cf6bcd",
+                "sha256:fba5dd4d766e97be1b1681d98712680ae8f2f26d7881245f2ce9e40714f1a686"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==73.0.1"
+            "version": "==75.3.0"
         },
         "six": {
             "hashes": [
@@ -1420,11 +1466,11 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472",
-                "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"
+                "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac",
+                "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.2"
+            "version": "==2.2.3"
         },
         "vistir": {
             "hashes": [
diff --git a/pre-commit.Dockerfile b/pre-commit.Dockerfile
index c22dc22..6ffb884 100644
--- a/pre-commit.Dockerfile
+++ b/pre-commit.Dockerfile
@@ -1,14 +1,14 @@
-FROM python:3.12-slim
+FROM imranq2/helix.spark:3.5.1.11-precommit-slim
 
 RUN apt-get update && \
     apt-get install -y git && \
     pip install pipenv
 
-COPY ${project_root}/Pipfile* ./
+COPY Pipfile* ./
 
-RUN pipenv lock --dev && \
-    pipenv sync --dev --system --verbose
+ARG TARGETPLATFORM
+RUN pipenv sync --dev --system --extra-pip-args="--prefer-binary"
 
 WORKDIR /sourcecode
 RUN git config --global --add safe.directory /sourcecode
-CMD pre-commit run --all-files
+CMD ["pre-commit", "run", "--all-files"]
diff --git a/setup.py b/setup.py
index 6b89919..2ecf71f 100644
--- a/setup.py
+++ b/setup.py
@@ -25,7 +25,7 @@
         "py4j==0.10.9.7",
         "pyspark==3.5.1",
         "logger>=1.4",
-        "sparkdataframecomparer>=2.0.6",
+        "sparkdataframecomparer>=2.0.13",
         "deprecated>=1.2.12",
         "numpy>=1.15",
     ],
diff --git a/spark.Dockerfile b/spark.Dockerfile
index f81c954..e6b099b 100644
--- a/spark.Dockerfile
+++ b/spark.Dockerfile
@@ -1,4 +1,4 @@
-FROM imranq2/helix.spark:3.5.1.5-slim
+FROM imranq2/helix.spark:3.5.1.11-slim
 # https://github.com/icanbwell/helix.spark
 USER root
 
diff --git a/spark_auto_mapper/automappers/automapper.py b/spark_auto_mapper/automappers/automapper.py
index 22dcb7b..5658dba 100644
--- a/spark_auto_mapper/automappers/automapper.py
+++ b/spark_auto_mapper/automappers/automapper.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 from logging import Logger, getLogger, StreamHandler, Formatter
 from pathlib import Path
@@ -253,12 +254,6 @@ def _transform_with_data_frame_single_select(
             # run all the selects
             df = source_df.alias("b").select(*column_specs)
 
-            if self.log_level and self.log_level == "DEBUG":
-                print(
-                    f"------------  Start Execution Plan for view {self.view} -----------"
-                )
-                df.explain(extended="cost")
-                print("------------  End Execution Plan -----------")
             # write out final checkpoint for this automapper
             if self.checkpoint_path:
                 checkpoint_path = (
@@ -502,6 +497,24 @@ def _get_message_for_exception(
         return msg
 
     def transform(self, df: DataFrame) -> DataFrame:
+        """
+        Override this method to implement transformation
+
+        :param df: input dataframe
+        :return: transformed dataframe
+        """
+        return asyncio.run(self._transform_async(df))
+
+    async def transform_async(self, df: DataFrame) -> DataFrame:
+        """
+        Override this method to implement transformation
+
+        :param df: input dataframe
+        :return: transformed dataframe
+        """
+        return await self._transform_async(df)
+
+    async def _transform_async(self, df: DataFrame) -> DataFrame:
         """
         Uses this AutoMapper to transform the specified data frame and return the new data frame