diff --git a/PIconnect/AFSDK.py b/PIconnect/AFSDK.py
index 6e1709cf..7c02d914 100644
--- a/PIconnect/AFSDK.py
+++ b/PIconnect/AFSDK.py
@@ -28,6 +28,7 @@ def __fallback():
 if (
     os.getenv("GITHUB_ACTIONS", "false").lower() == "true"
     or os.getenv("TF_BUILD", "false").lower() == "true"
+    or os.getenv("READTHEDOCS", "false").lower() == "true"
 ):
     _af, _AF_SDK_version = __fallback()
 else:
diff --git a/PIconnect/PI.py b/PIconnect/PI.py
index 52e5aa2a..9307ed76 100644
--- a/PIconnect/PI.py
+++ b/PIconnect/PI.py
@@ -31,7 +31,6 @@ def _lookup_servers() -> Dict[str, AF.PI.PIServer]:
 
 
 def _lookup_default_server() -> Optional[AF.PI.PIServer]:
-
     default_server = None
     try:
         default_server = AF.PI.PIServers().DefaultPIServer
diff --git a/PIconnect/PIAF.py b/PIconnect/PIAF.py
index f56e9eeb..aba1b2fe 100644
--- a/PIconnect/PIAF.py
+++ b/PIconnect/PIAF.py
@@ -3,10 +3,11 @@
 """
 import dataclasses
 import warnings
-from typing import Any, Dict, Optional, Union, cast
+from typing import Any, Dict, Optional, Union, cast, List
 
 from PIconnect import AF, PIAFBase, PIConsts, _time
 from PIconnect._utils import InitialisationWarning
+from PIconnect import PIAFAttribute
 
 
 @dataclasses.dataclass(frozen=True)
@@ -150,6 +151,28 @@ def descendant(self, path: str) -> "PIAFElement":
         """Return a descendant of the database from an exact path."""
         return PIAFElement(self.database.Elements.get_Item(path))
 
+    def search(self, query: Union[str, List[str]]) -> "PIAFAttribute":
+        """return a list of PIAFAttributes directly from a list of element|attribute path strings
+
+            like this:
+
+        list("BaseElement/childElement/childElement|Attribute|ChildAttribute|ChildAttribute",
+        "BaseElement/childElement/childElement|Attribute|ChildAttribute|ChildAttribute")
+
+        """
+        attributelist = []
+        if isinstance(query, List):
+            return [y for x in query for y in self.search(x)]
+        if "|" in query:
+            splitpath = query.split("|")
+            elem = self.descendant(splitpath[0])
+            attribute = elem.attributes[splitpath[1]]
+            if len(splitpath) > 2:
+                for x in range(len(splitpath) - 2):
+                    attribute = attribute.children[splitpath[x + 2]]
+                attributelist.append(attribute)
+        return attributelist
+
     def event_frames(
         self,
         start_time: _time.TimeLike = "",
diff --git a/PIconnect/__init__.py b/PIconnect/__init__.py
index 54fa2954..dd9fa300 100644
--- a/PIconnect/__init__.py
+++ b/PIconnect/__init__.py
@@ -9,7 +9,7 @@
 
 # pragma pylint: enable=unused-import
 
-__version__ = "0.10.4"
+__version__ = "0.10.5"
 __sdk_version = tuple(int(x) for x in AF.PISystems().Version.split("."))
 
 __all__ = [
diff --git a/Pipfile b/Pipfile
index 763ad872..94ebe5bb 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,7 +8,7 @@ pandas = "*"
 pytz = "*"
 wrapt = "*"
 pythonnet = "*"
-piconnect = {editable = true,path = "."}
+piconnect = {editable = true, path = "."}
 
 [dev-packages]
 black = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 5dcbc460..c0309b83 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -87,45 +87,45 @@
         },
         "clr-loader": {
             "hashes": [
-                "sha256:73f94044950ae90169d3a321c807fce0986bd39d57c82468b11700f9e4ece3f3",
-                "sha256:7b4516e363b3054b46e93a3d39cb1968e58d6eeccea0e8c0bc86f1100a2f4cc5"
+                "sha256:82ed5fb654729d14fd88296e74bb6b84eb2cfb976ff4b7d49d4e449fd78a226b",
+                "sha256:9951413acfe56a82e8cb49413f3703ed88e7f7afc4447c6e993d6b34a2b3249c"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.2.4"
+            "version": "==0.2.5"
         },
         "numpy": {
             "hashes": [
-                "sha256:0704c94f89bf8d5d4f5722b305a29cbb1ad91c7f3dcdcda61cb80d6e5443365b",
-                "sha256:07c0f3b174970054c613c33e90627fbafbc5d9115adf8829658b833278e7017c",
-                "sha256:0983fb5b475406cd6aa2f4f364768fb388e1211fd94fb496ad49e214d5c79792",
-                "sha256:0a5c85f625751b77a6f613db2de5f62514024a7ea6d3be534421746e094b2121",
-                "sha256:146d7e5ee04433ce8eb504d0dcffff524a5ba759bd1fb9c73189c3436b04d59c",
-                "sha256:1651a59e5d8dbb09b84254e358aa2fe10431df5a92ddefb1ac20208c75bd2fa2",
-                "sha256:1d6198ee7eb45e5d9cc8a5c9102b734f0c5683c0e440ae7cfad90ad8cb9316d2",
-                "sha256:50346a0d81444f420518c7d6996524d7e559cdfa2e41886381442f012593590e",
-                "sha256:5db5f7a8f150614684c34449010c15b61df8d8e5fc0cd79ce30e82f493598599",
-                "sha256:6f34b8f2996ebad781cd878276e03d247f0129640fb0ae76bb16addc4df822d1",
-                "sha256:748285bca9fb0f06a16034d4b9c6dce77997d2ccddf769aaeb4760fea4752ea2",
-                "sha256:8bc069b085289f3b7a578519504962330fab91459a847195b914f69b9170b75c",
-                "sha256:925d39290878d680eb8dd690f969faa0a4956b7bd77daf3573486eb39d8e5724",
-                "sha256:a2495e48db12f546e4e3f9ea1f665390828098344bf63bca50309a68d713d302",
-                "sha256:a68647adc9945eac88f4fce96195177c2a81577baa448c1c1bbd5751c550e8b5",
-                "sha256:ab18e29ad73ce560747de10ebe75f145be3026b7480e76d7a5314c2bef0fc831",
-                "sha256:b45bdcde72ce02a92ae183ef211bcf7f04e15d5e3df6714866de66d8ec8cc822",
-                "sha256:b4eca15593bec5ef3e2e05c157ff1be3990d04a862f49fd46b4e527ff390b778",
-                "sha256:b6e807f59c1f71e74603a2a88b0b997d7f43e002f6e5f7f55649c6e07738f1ad",
-                "sha256:bdd44d3133c800792f2beda0e24f86b3ae06a8a31172395c650d13e4c05d1d5b",
-                "sha256:c943c61fa708a6225e199aff755b2c3f5a353a2bbb726e10334a05b8e1fc030b",
-                "sha256:c9ff51e627e7584eb7ee09f6fe494862e45f796e53b5ee7267d3d5633a79dac6",
-                "sha256:dce26877ad77c9722e35c9ca82e9272cb6d10aa0a4f95e633b13511dcf549b5f",
-                "sha256:df9a9c28ad95c87b4047e1acd45715eb430fb5f6df39556279b3f36ce75c697b",
-                "sha256:e30689dd418f2db3d2d3039cb08011047d27708fdc24c592d56fa58aaeb01672",
-                "sha256:e4909946cf43ff713f95780d483793d8fb23c1559686a8221e91f89e5ecceea0",
-                "sha256:e948367a0b9aa68a081c4cf817751c6d0d589a37ce6bb40fea39a882b4858834",
-                "sha256:ea9ca0989fdd42d3320a94f540f317fb615be9ceab75a07078a84b9933582da5"
+                "sha256:0044f7d944ee882400890f9ae955220d29b33d809a038923d88e4e01d652acd9",
+                "sha256:0e3463e6ac25313462e04aea3fb8a0a30fb906d5d300f58b3bc2c23da6a15398",
+                "sha256:179a7ef0889ab769cc03573b6217f54c8bd8e16cef80aad369e1e8185f994cd7",
+                "sha256:2386da9a471cc00a1f47845e27d916d5ec5346ae9696e01a8a34760858fe9dd2",
+                "sha256:26089487086f2648944f17adaa1a97ca6aee57f513ba5f1c0b7ebdabbe2b9954",
+                "sha256:28bc9750ae1f75264ee0f10561709b1462d450a4808cd97c013046073ae64ab6",
+                "sha256:28e418681372520c992805bb723e29d69d6b7aa411065f48216d8329d02ba032",
+                "sha256:442feb5e5bada8408e8fcd43f3360b78683ff12a4444670a7d9e9824c1817d36",
+                "sha256:6ec0c021cd9fe732e5bab6401adea5a409214ca5592cd92a114f7067febcba0c",
+                "sha256:7094891dcf79ccc6bc2a1f30428fa5edb1e6fb955411ffff3401fb4ea93780a8",
+                "sha256:84e789a085aabef2f36c0515f45e459f02f570c4b4c4c108ac1179c34d475ed7",
+                "sha256:87a118968fba001b248aac90e502c0b13606721b1343cdaddbc6e552e8dfb56f",
+                "sha256:8e669fbdcdd1e945691079c2cae335f3e3a56554e06bbd45d7609a6cf568c700",
+                "sha256:ad2925567f43643f51255220424c23d204024ed428afc5aad0f86f3ffc080086",
+                "sha256:b0677a52f5d896e84414761531947c7a330d1adc07c3a4372262f25d84af7bf7",
+                "sha256:b07b40f5fb4fa034120a5796288f24c1fe0e0580bbfff99897ba6267af42def2",
+                "sha256:b09804ff570b907da323b3d762e74432fb07955701b17b08ff1b5ebaa8cfe6a9",
+                "sha256:b162ac10ca38850510caf8ea33f89edcb7b0bb0dfa5592d59909419986b72407",
+                "sha256:b31da69ed0c18be8b77bfce48d234e55d040793cebb25398e2a7d84199fbc7e2",
+                "sha256:caf65a396c0d1f9809596be2e444e3bd4190d86d5c1ce21f5fc4be60a3bc5b36",
+                "sha256:cfa1161c6ac8f92dea03d625c2d0c05e084668f4a06568b77a25a89111621566",
+                "sha256:dae46bed2cb79a58d6496ff6d8da1e3b95ba09afeca2e277628171ca99b99db1",
+                "sha256:ddc7ab52b322eb1e40521eb422c4e0a20716c271a306860979d450decbb51b8e",
+                "sha256:de92efa737875329b052982e37bd4371d52cabf469f83e7b8be9bb7752d67e51",
+                "sha256:e274f0f6c7efd0d577744f52032fdd24344f11c5ae668fe8d01aac0422611df1",
+                "sha256:ed5fb71d79e771ec930566fae9c02626b939e37271ec285e9efaf1b5d4370e7d",
+                "sha256:ef85cf1f693c88c1fd229ccd1055570cb41cdf4875873b7728b6301f12cd05bf",
+                "sha256:f1b739841821968798947d3afcefd386fa56da0caf97722a5de53e07c4ccedc7"
             ],
             "markers": "python_version >= '3.10'",
-            "version": "==1.24.0rc2"
+            "version": "==1.24.1"
         },
         "pandas": {
             "hashes": [
@@ -189,11 +189,11 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:222439474e9c98fced559f1709d89e6c9cbf8d79c794ff3eb9f8800064291427",
-                "sha256:e89512406b793ca39f5971bc999cc538ce125c0e51c27941bef4568b460095e2"
+                "sha256:01a0681c4b9684a28304615eba55d1ab31ae00bf68ec157ec3708a8182dbbcd0",
+                "sha256:78f4f37d8198e0627c5f1143240bb0206b8691d8d7ac6d78fee88b78733f8c4a"
             ],
             "index": "pypi",
-            "version": "==2022.6"
+            "version": "==2022.7.1"
         },
         "six": {
             "hashes": [
@@ -277,10 +277,11 @@
     "develop": {
         "alabaster": {
             "hashes": [
-                "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359",
-                "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"
+                "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3",
+                "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"
             ],
-            "version": "==0.7.12"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.7.13"
         },
         "astroid": {
             "hashes": [
@@ -292,11 +293,11 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6",
-                "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"
+                "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836",
+                "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==22.1.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==22.2.0"
         },
         "babel": {
             "hashes": [
@@ -308,29 +309,42 @@
         },
         "black": {
             "hashes": [
-                "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320",
-                "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351",
-                "sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350",
-                "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f",
-                "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf",
-                "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148",
-                "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4",
-                "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d",
-                "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc",
-                "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d",
-                "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2",
-                "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"
+                "sha256:0052dba51dec07ed029ed61b18183942043e00008ec65d5028814afaab9a22fd",
+                "sha256:0680d4380db3719ebcfb2613f34e86c8e6d15ffeabcf8ec59355c5e7b85bb555",
+                "sha256:121ca7f10b4a01fd99951234abdbd97728e1240be89fde18480ffac16503d481",
+                "sha256:162e37d49e93bd6eb6f1afc3e17a3d23a823042530c37c3c42eeeaf026f38468",
+                "sha256:2a951cc83ab535d248c89f300eccbd625e80ab880fbcfb5ac8afb5f01a258ac9",
+                "sha256:2bf649fda611c8550ca9d7592b69f0637218c2369b7744694c5e4902873b2f3a",
+                "sha256:382998821f58e5c8238d3166c492139573325287820963d2f7de4d518bd76958",
+                "sha256:49f7b39e30f326a34b5c9a4213213a6b221d7ae9d58ec70df1c4a307cf2a1580",
+                "sha256:57c18c5165c1dbe291d5306e53fb3988122890e57bd9b3dcb75f967f13411a26",
+                "sha256:7a0f701d314cfa0896b9001df70a530eb2472babb76086344e688829efd97d32",
+                "sha256:8178318cb74f98bc571eef19068f6ab5613b3e59d4f47771582f04e175570ed8",
+                "sha256:8b70eb40a78dfac24842458476135f9b99ab952dd3f2dab738c1881a9b38b753",
+                "sha256:9880d7d419bb7e709b37e28deb5e68a49227713b623c72b2b931028ea65f619b",
+                "sha256:9afd3f493666a0cd8f8df9a0200c6359ac53940cbde049dcb1a7eb6ee2dd7074",
+                "sha256:a29650759a6a0944e7cca036674655c2f0f63806ddecc45ed40b7b8aa314b651",
+                "sha256:a436e7881d33acaf2536c46a454bb964a50eff59b21b51c6ccf5a40601fbef24",
+                "sha256:a59db0a2094d2259c554676403fa2fac3473ccf1354c1c63eccf7ae65aac8ab6",
+                "sha256:a8471939da5e824b891b25751955be52ee7f8a30a916d570a5ba8e0f2eb2ecad",
+                "sha256:b0bd97bea8903f5a2ba7219257a44e3f1f9d00073d6cc1add68f0beec69692ac",
+                "sha256:b6a92a41ee34b883b359998f0c8e6eb8e99803aa8bf3123bf2b2e6fec505a221",
+                "sha256:bb460c8561c8c1bec7824ecbc3ce085eb50005883a6203dcfb0122e95797ee06",
+                "sha256:bfffba28dc52a58f04492181392ee380e95262af14ee01d4bc7bb1b1c6ca8d27",
+                "sha256:c1c476bc7b7d021321e7d93dc2cbd78ce103b84d5a4cf97ed535fbc0d6660648",
+                "sha256:c91dfc2c2a4e50df0026f88d2215e166616e0c80e86004d0003ece0488db2739",
+                "sha256:e6663f91b6feca5d06f2ccd49a10f254f9298cc1f7f49c46e498a0771b507104"
             ],
             "index": "pypi",
-            "version": "==22.12.0"
+            "version": "==23.1.0"
         },
         "bleach": {
             "hashes": [
-                "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a",
-                "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"
+                "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414",
+                "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.0.1"
+            "version": "==6.0.0"
         },
         "certifi": {
             "hashes": [
@@ -342,11 +356,97 @@
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845",
-                "sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f"
+                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
+                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
+                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
+                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
+                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
+                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
+                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
+                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
+                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
+                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
+                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
+                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
+                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
+                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
+                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
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@@ -455,11 +548,11 @@
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@@ -471,11 +564,11 @@
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@@ -503,26 +596,27 @@
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+                "sha256:7313ce6a199651c4ed9d7e4cfb4aa56fe923b1adf9af3b420ee14e6d9a73df65",
+                "sha256:7668b52e102d0ed87cb082380a7e2e1e78737ddecdde129acadb0eccc5423859",
+                "sha256:7df70907e00c970c60b9ef2938d894a9381f38e6b9db73c5be35e59d92e06625",
+                "sha256:7e007132af78ea9df29495dbf7b5824cb71648d7133cf7848a2a5dd00d36f9ff",
+                "sha256:835fb5e38fd89328e9c81067fd642b3593c33e1e17e2fdbf77f5676abb14a156",
+                "sha256:8bca7e26c1dd751236cfb0c6c72d4ad61d986e9a41bbf76cb445f69488b2a2bd",
+                "sha256:8db032bf0ce9022a8e41a22598eefc802314e81b879ae093f36ce9ddf39ab1ba",
+                "sha256:99625a92da8229df6d44335e6fcc558a5037dd0a760e11d84be2260e6f37002f",
+                "sha256:9cad97ab29dfc3f0249b483412c85c8ef4766d96cdf9dcf5a1e3caa3f3661cf1",
+                "sha256:a4abaec6ca3ad8660690236d11bfe28dfd707778e2442b45addd2f086d6ef094",
+                "sha256:a6e40afa7f45939ca356f348c8e23048e02cb109ced1eb8420961b2f40fb373a",
+                "sha256:a6f2fcca746e8d5910e18782f976489939d54a91f9411c32051b4aab2bd7c513",
+                "sha256:a806db027852538d2ad7555b203300173dd1b77ba116de92da9afbc3a3be3eed",
+                "sha256:abcabc8c2b26036d62d4c746381a6f7cf60aafcc653198ad678306986b09450d",
+                "sha256:b8526c6d437855442cdd3d87eede9c425c4445ea011ca38d937db299382e6fa3",
+                "sha256:bb06feb762bade6bf3c8b844462274db0c76acc95c52abe8dbed28ae3d44a147",
+                "sha256:c0a33bc9f02c2b17c3ea382f91b4db0e6cde90b63b296422a939886a7a80de1c",
+                "sha256:c4a549890a45f57f1ebf99c067a4ad0cb423a05544accaf2b065246827ed9603",
+                "sha256:ca244fa73f50a800cf8c3ebf7fd93149ec37f5cb9596aa8873ae2c1d23498601",
+                "sha256:cf877ab4ed6e302ec1d04952ca358b381a882fbd9d1b07cccbfd61783561f98a",
+                "sha256:d9d971ec1e79906046aa3ca266de79eac42f1dbf3612a05dc9368125952bd1a1",
+                "sha256:da25303d91526aac3672ee6d49a2f3db2d9502a4a60b55519feb1a4c7714e07d",
+                "sha256:e55e40ff0cc8cc5c07996915ad367fa47da6b3fc091fdadca7f5403239c5fec3",
+                "sha256:f03a532d7dee1bed20bc4884194a16160a2de9ffc6354b3878ec9682bb623c54",
+                "sha256:f1cd098434e83e656abf198f103a8207a8187c0fc110306691a2e94a78d0abb2",
+                "sha256:f2bfb563d0211ce16b63c7cb9395d2c682a23187f54c3d79bfec33e6705473c6",
+                "sha256:f8ffb705ffcf5ddd0e80b65ddf7bed7ee4f5a441ea7d3419e861a12eaf41af58"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.1.1"
+            "version": "==2.1.2"
         },
         "mccabe": {
             "hashes": [
@@ -627,6 +756,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==0.7.0"
         },
+        "mdurl": {
+            "hashes": [
+                "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8",
+                "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.1.2"
+        },
         "more-itertools": {
             "hashes": [
                 "sha256:250e83d7e81d0c87ca6bd942e6aeab8cc9daa6096d12c5308f3f92fa5e5c1f41",
@@ -637,50 +774,51 @@
         },
         "mypy-extensions": {
             "hashes": [
-                "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d",
-                "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"
+                "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d",
+                "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"
             ],
-            "version": "==0.4.3"
+            "markers": "python_version >= '3.5'",
+            "version": "==1.0.0"
         },
         "packaging": {
             "hashes": [
-                "sha256:2198ec20bd4c017b8f9717e00f0c8714076fc2fd93816750ab48e2c41de2cfd3",
-                "sha256:957e2148ba0e1a3b282772e791ef1d8083648bc131c8ab0c1feba110ce1146c3"
+                "sha256:714ac14496c3e68c99c29b00845f7a2b85f3bb6f1078fd9f72fd20f0570002b2",
+                "sha256:b6ad297f8907de0fa2fe1ccbd26fdaf387f5f47c7275fedf8cce89f99446cf97"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==22.0"
+            "version": "==23.0"
         },
         "pathspec": {
             "hashes": [
-                "sha256:3c95343af8b756205e2aba76e843ba9520a24dd84f68c22b9f93251507509dd6",
-                "sha256:56200de4077d9d0791465aa9095a01d421861e405b5096955051deefd697d6f6"
+                "sha256:3a66eb970cbac598f9e5ccb5b2cf58930cd8e3ed86d393d541eaf2d8b1705229",
+                "sha256:64d338d4e0914e91c1792321e6907b5a593f1ab1851de7fc269557a21b30ebbc"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.10.3"
+            "version": "==0.11.0"
         },
         "pbr": {
             "hashes": [
-                "sha256:b97bc6695b2aff02144133c2e7399d5885223d42b7912ffaec2ca3898e673bfe",
-                "sha256:db2317ff07c84c4c63648c9064a79fe9d9f5c7ce85a9099d4b6258b3db83225a"
+                "sha256:567f09558bae2b3ab53cb3c1e2e33e726ff3338e7bae3db5dc954b3a44eef12b",
+                "sha256:aefc51675b0b533d56bb5fd1c8c6c0522fe31896679882e1c4c63d5e4a0fccb3"
             ],
             "markers": "python_version >= '2.6'",
-            "version": "==5.11.0"
+            "version": "==5.11.1"
         },
         "pkginfo": {
             "hashes": [
-                "sha256:ac03e37e4d601aaee40f8087f63fc4a2a6c9814dda2c8fa6aab1b1829653bdfa",
-                "sha256:d580059503f2f4549ad6e4c106d7437356dbd430e2c7df99ee1efe03d75f691e"
+                "sha256:4b7a555a6d5a22169fcc9cf7bfd78d296b0361adad412a346c1226849af5e546",
+                "sha256:8fd5896e8718a4372f0ea9cc9d96f6417c9b986e23a4d116dda26b62cc29d046"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.9.2"
+            "version": "==1.9.6"
         },
         "platformdirs": {
             "hashes": [
-                "sha256:1a89a12377800c81983db6be069ec068eee989748799b946cce2a6e80dcc54ca",
-                "sha256:b46ffafa316e6b83b47489d240ce17173f123a9b9c83282141c3daf26ad9ac2e"
+                "sha256:83c8f6d04389165de7c9b6f0c682439697887bca0aa2f1c87ef1826be3584490",
+                "sha256:e1fea1fe471b9ff8332e229df3cb7de4f53eeea4998d3b6bfff542115e998bd2"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.6.0"
+            "version": "==2.6.2"
         },
         "pluggy": {
             "hashes": [
@@ -708,11 +846,11 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:56a8508ae95f98e2b9bdf93a6be5ae3f7d8af858b43e02c5a2ff083726be40c1",
-                "sha256:f643f331ab57ba3c9d89212ee4a2dabc6e94f117cf4eefde99a0574720d14c42"
+                "sha256:b3ed06a9e8ac9a9aae5a6f5dbe78a8a58655d17b43b93c078f094ddc476ae297",
+                "sha256:fa7bd7bd2771287c0de303af8bfdfc731f51bd2c6a47ab69d117138893b82717"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2.13.0"
+            "version": "==2.14.0"
         },
         "pylint": {
             "hashes": [
@@ -724,11 +862,11 @@
         },
         "pytest": {
             "hashes": [
-                "sha256:892f933d339f068883b6fd5a459f03d85bfcb355e4981e146d2c7616c21fef71",
-                "sha256:c4014eb40e10f11f355ad4e3c2fb2c6c6d1919c73f3b5a433de4708202cade59"
+                "sha256:c7c6ca206e93355074ae32f7403e8ea12163b1163c976fee7d4d84027c162be5",
+                "sha256:d45e0952f3727241918b8fd0f376f5ff6b301cc0777c6f9a556935c92d8a7d42"
             ],
             "index": "pypi",
-            "version": "==7.2.0"
+            "version": "==7.2.1"
         },
         "pytest-cov": {
             "hashes": [
@@ -740,11 +878,11 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:222439474e9c98fced559f1709d89e6c9cbf8d79c794ff3eb9f8800064291427",
-                "sha256:e89512406b793ca39f5971bc999cc538ce125c0e51c27941bef4568b460095e2"
+                "sha256:01a0681c4b9684a28304615eba55d1ab31ae00bf68ec157ec3708a8182dbbcd0",
+                "sha256:78f4f37d8198e0627c5f1143240bb0206b8691d8d7ac6d78fee88b78733f8c4a"
             ],
             "index": "pypi",
-            "version": "==2022.6"
+            "version": "==2022.7.1"
         },
         "pywin32-ctypes": {
             "hashes": [
@@ -810,11 +948,11 @@
         },
         "requests": {
             "hashes": [
-                "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983",
-                "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"
+                "sha256:64299f4909223da747622c030b781c0d7811e359c37124b4bd368fb8c6518baa",
+                "sha256:98b1b2782e3c6c4904938b84c0eb932721069dfdb9134313beff7c83c2df24bf"
             ],
             "markers": "python_version >= '3.7' and python_version < '4'",
-            "version": "==2.28.1"
+            "version": "==2.28.2"
         },
         "requests-toolbelt": {
             "hashes": [
@@ -840,19 +978,19 @@
         },
         "rich": {
             "hashes": [
-                "sha256:a4eb26484f2c82589bd9a17c73d32a010b1e29d89f1604cd9bf3a2097b81bb5e",
-                "sha256:ba3a3775974105c221d31141f2c116f4fd65c5ceb0698657a11e9f295ec93fd0"
+                "sha256:125d96d20c92b946b983d0d392b84ff945461e5a06d3867e9f9e575f8697b67f",
+                "sha256:8aa57747f3fc3e977684f0176a88e789be314a99f99b43b75d1e9cb5dc6db9e9"
             ],
-            "markers": "python_full_version >= '3.6.3' and python_full_version < '4.0.0'",
-            "version": "==12.6.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==13.3.1"
         },
         "setuptools": {
             "hashes": [
-                "sha256:57f6f22bde4e042978bcd50176fdb381d7c21a9efa4041202288d3737a0c6a54",
-                "sha256:a7620757bf984b58deaf32fc8a4577a9bbc0850cf92c20e1ce41c38c19e5fb75"
+                "sha256:a7687c12b444eaac951ea87a9627c4f904ac757e7abdc5aac32833234af90378",
+                "sha256:e261cdf010c11a41cb5cb5f1bf3338a7433832029f559a6a7614bd42a967c300"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==65.6.3"
+            "version": "==67.1.0"
         },
         "six": {
             "hashes": [
@@ -871,19 +1009,19 @@
         },
         "sphinx": {
             "hashes": [
-                "sha256:1efbeeb409a2c1a52a9d0eba2ad630cb7b386f0e9a19b45c61745d991f9fd740",
-                "sha256:5d0ace63928aa6a36584288fb2702df9182e17c33f21a74a7e008d70eefaf156"
+                "sha256:0dac3b698538ffef41716cf97ba26c1c7788dba73ce6f150c1ff5b4720786dd2",
+                "sha256:807d1cb3d6be87eb78a381c3e70ebd8d346b9a25f3753e9947e866b2786865fc"
             ],
             "index": "pypi",
-            "version": "==6.0.0b2"
+            "version": "==6.1.3"
         },
         "sphinxcontrib-applehelp": {
             "hashes": [
-                "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a",
-                "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"
+                "sha256:29d341f67fb0f6f586b23ad80e072c8e6ad0b48417db2bde114a4c9746feb228",
+                "sha256:828f867945bbe39817c210a1abfd1bc4895c8b73fcaade56d45357a348a07d7e"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.0.4"
         },
         "sphinxcontrib-devhelp": {
             "hashes": [
@@ -895,11 +1033,11 @@
         },
         "sphinxcontrib-htmlhelp": {
             "hashes": [
-                "sha256:d412243dfb797ae3ec2b59eca0e52dac12e75a241bf0e4eb861e450d06c6ed07",
-                "sha256:f5f8bb2d0d629f398bf47d0d69c07bc13b65f75a81ad9e2f71a63d4b7a2f6db2"
+                "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff",
+                "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.0.1"
         },
         "sphinxcontrib-jsmath": {
             "hashes": [
@@ -938,7 +1076,7 @@
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
                 "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
             ],
-            "markers": "python_full_version < '3.11.0a7'",
+            "markers": "python_version < '3.11'",
             "version": "==2.0.1"
         },
         "tomlkit": {
@@ -959,11 +1097,11 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:47cc05d99aaa09c9e72ed5809b60e7ba354e64b59c9c173ac3018642d8bb41fc",
-                "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"
+                "sha256:076907bf8fd355cde77728471316625a4d2f7e713c125f51953bb5b3eecf4f72",
+                "sha256:75edcdc2f7d85b137124a6c3c9fc3933cdeaa12ecb9a6a959f22797a0feca7e1"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.26.13"
+            "version": "==1.26.14"
         },
         "webencodings": {
             "hashes": [
@@ -1044,11 +1182,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa",
-                "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"
+                "sha256:73efd63936398aac78fd92b6f4865190119d6c91b531532e798977ea8dd402eb",
+                "sha256:9eb0a4c5feab9b08871db0d672745b53450d7f26992fd1e4653aa43345e97b86"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.11.0"
+            "version": "==3.12.0"
         }
     }
 }
diff --git a/docs/tutorials/piaf.rst b/docs/tutorials/piaf.rst
index e8aacfde..3900a6df 100644
--- a/docs/tutorials/piaf.rst
+++ b/docs/tutorials/piaf.rst
@@ -82,6 +82,27 @@ the latter element could be accessed directly as follows:
           use either raw strings (using the `r` prefix, as in the example
           above) or escape each backslash as `\\\\\\\\`.
 
+.. _finding_attributes:
+
+************************************
+Searching attributes based on full path
+************************************
+
+To get the direct attribute based on the entire element/attributes path
+you can use the :any:`PIAFDatabase.search` method. You can provide a single string or list of strings with
+the full path and returns a list of attribute objects.
+
+.. code-block:: python
+
+    import PIconnect as PI
+
+    with PI.PIAFDatabase() as database:
+        attributes = database.search([r"Plant1\Outlet|Flow|PV", r"Plant1\Outlet|Flow|SP"])
+
+.. note:: Elements in the hierarchy are separated by a single backslash `\\`,
+          use either raw strings (using the `r` prefix, as in the example
+          above) or escape each backslash as `\\\\\\\\`.
+
 .. _connect_piaf_database:
 
 ****************************************
diff --git a/requirements.txt b/requirements.txt
index 15857392..0dbb3b1a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,24 @@
--i https://pypi.org/simple

-cffi==1.15.1

-clr-loader==0.2.4 ; python_version >= '3.7'

-numpy==1.24.0rc2 ; python_version >= '3.10'

-pandas==1.5.2

--e .

-pycparser==2.21

-python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-pythonnet==3.0.1

-pytz==2022.6

-six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-wrapt==1.14.1

+-i https://pypi.org/simple
+
+cffi==1.15.1
+
+clr-loader==0.2.5 ; python_version >= '3.7'
+
+numpy==1.24.1 ; python_version >= '3.10'
+
+pandas==1.5.2
+
+-e .
+
+pycparser==2.21
+
+python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+pythonnet==3.0.1
+
+pytz==2022.7.1
+
+six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+wrapt==1.14.1
+
diff --git a/requirements_dev.txt b/requirements_dev.txt
index 91c2fbef..e8c2580a 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -1,80 +1,162 @@
--i https://pypi.org/simple

-alabaster==0.7.12

-astroid==2.11.7 ; python_full_version >= '3.6.2'

-attrs==22.1.0 ; python_version >= '3.5'

-babel==2.11.0 ; python_version >= '3.6'

-black==22.12.0

-bleach==5.0.1 ; python_version >= '3.7'

-certifi==2022.12.7 ; python_version >= '3.6'

-charset-normalizer==2.1.1 ; python_full_version >= '3.6.0'

-click==8.1.3 ; python_version >= '3.7'

-codacy-coverage==1.3.11

-codecov==2.1.12

-colorama==0.4.6 ; sys_platform == 'win32'

-commonmark==0.9.1

-coverage==7.0.0b1

-dill==0.3.6 ; python_version >= '3.7'

-doc8==1.0.0

-docutils==0.19 ; python_version >= '3.7'

-exceptiongroup==1.0.4 ; python_version < '3.11'

-flake8==6.0.0

-idna==3.4 ; python_version >= '3.5'

-imagesize==1.4.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-importlib-metadata==5.1.0 ; python_version >= '3.7'

-iniconfig==1.1.1

-isort==5.11.3 ; python_full_version >= '3.7.0'

-jaraco.classes==3.2.3 ; python_version >= '3.7'

-jinja2==3.1.2 ; python_version >= '3.7'

-keyring==23.11.0 ; python_version >= '3.7'

-lazy-object-proxy==1.8.0 ; python_version >= '3.7'

-markupsafe==2.1.1 ; python_version >= '3.7'

-mccabe==0.7.0 ; python_version >= '3.6'

-more-itertools==9.0.0 ; python_version >= '3.7'

-mypy-extensions==0.4.3

-packaging==22.0 ; python_version >= '3.7'

-pathspec==0.10.3 ; python_version >= '3.7'

-pbr==5.11.0 ; python_version >= '2.6'

-pkginfo==1.9.2 ; python_version >= '3.6'

-platformdirs==2.6.0 ; python_version >= '3.7'

-pluggy==1.0.0 ; python_version >= '3.6'

-pycodestyle==2.10.0 ; python_version >= '3.6'

-pyflakes==3.0.1 ; python_version >= '3.6'

-pygments==2.13.0 ; python_version >= '3.6'

-pylint==3.0.0a5

-pytest==7.2.0

-pytest-cov==4.0.0

-pytz==2022.6

-pywin32-ctypes==0.2.0 ; sys_platform == 'win32'

-pyyaml==6.0

-readme-renderer==37.3 ; python_version >= '3.7'

-requests==2.28.1 ; python_version >= '3.7' and python_version < '4'

-requests-toolbelt==0.10.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-restructuredtext-lint==1.4.0

-rfc3986==2.0.0 ; python_version >= '3.7'

-rich==12.6.0 ; python_full_version >= '3.6.3' and python_full_version < '4.0.0'

-setuptools==65.6.3 ; python_version >= '3.7'

-six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-snowballstemmer==2.2.0

-sphinx==6.0.0b2

-sphinxcontrib-applehelp==1.0.2 ; python_version >= '3.5'

-sphinxcontrib-devhelp==1.0.2 ; python_version >= '3.5'

-sphinxcontrib-htmlhelp==2.0.0 ; python_version >= '3.6'

-sphinxcontrib-jsmath==1.0.1 ; python_version >= '3.5'

-sphinxcontrib-qthelp==1.0.3 ; python_version >= '3.5'

-sphinxcontrib-serializinghtml==1.1.5 ; python_version >= '3.5'

-stevedore==4.1.1 ; python_version >= '3.8'

-tomli==2.0.1 ; python_full_version < '3.11.0a7'

-tomlkit==0.11.6 ; python_version >= '3.6'

-twine==4.0.2

-urllib3==1.26.13 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'

-webencodings==0.5.1

-wrapt==1.14.1

-zipp==3.11.0 ; python_version >= '3.7'

-cffi==1.15.1

-clr-loader==0.2.4 ; python_version >= '3.7'

-numpy==1.24.0rc2 ; python_version >= '3.10'

-pandas==1.5.2

--e .

-pycparser==2.21

-python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'

-pythonnet==3.0.1

+-i https://pypi.org/simple
+
+alabaster==0.7.13 ; python_version >= '3.6'
+
+astroid==2.11.7 ; python_full_version >= '3.6.2'
+
+attrs==22.2.0 ; python_version >= '3.6'
+
+babel==2.11.0 ; python_version >= '3.6'
+
+black==23.1.0
+
+bleach==6.0.0 ; python_version >= '3.7'
+
+certifi==2022.12.7 ; python_version >= '3.6'
+
+charset-normalizer==3.0.1 ; python_full_version >= '3.6.0'
+
+click==8.1.3 ; python_version >= '3.7'
+
+codacy-coverage==1.3.11
+
+codecov==2.1.12
+
+colorama==0.4.6 ; sys_platform == 'win32'
+
+coverage==7.1.0
+
+dill==0.3.6 ; python_version >= '3.7'
+
+doc8==1.1.1
+
+docutils==0.19 ; python_version >= '3.7'
+
+exceptiongroup==1.1.0 ; python_version < '3.11'
+
+flake8==6.0.0
+
+idna==3.4 ; python_version >= '3.5'
+
+imagesize==1.4.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+importlib-metadata==6.0.0 ; python_version >= '3.7'
+
+iniconfig==2.0.0 ; python_version >= '3.7'
+
+isort==5.12.0 ; python_full_version >= '3.8.0'
+
+jaraco.classes==3.2.3 ; python_version >= '3.7'
+
+jinja2==3.1.2 ; python_version >= '3.7'
+
+keyring==23.13.1 ; python_version >= '3.7'
+
+lazy-object-proxy==1.9.0 ; python_version >= '3.7'
+
+markdown-it-py==2.1.0 ; python_version >= '3.7'
+
+markupsafe==2.1.2 ; python_version >= '3.7'
+
+mccabe==0.7.0 ; python_version >= '3.6'
+
+mdurl==0.1.2 ; python_version >= '3.7'
+
+more-itertools==9.0.0 ; python_version >= '3.7'
+
+mypy-extensions==1.0.0 ; python_version >= '3.5'
+
+packaging==23.0 ; python_version >= '3.7'
+
+pathspec==0.11.0 ; python_version >= '3.7'
+
+pbr==5.11.1 ; python_version >= '2.6'
+
+pkginfo==1.9.6 ; python_version >= '3.6'
+
+platformdirs==2.6.2 ; python_version >= '3.7'
+
+pluggy==1.0.0 ; python_version >= '3.6'
+
+pycodestyle==2.10.0 ; python_version >= '3.6'
+
+pyflakes==3.0.1 ; python_version >= '3.6'
+
+pygments==2.14.0 ; python_version >= '3.6'
+
+pylint==3.0.0a5
+
+pytest==7.2.1
+
+pytest-cov==4.0.0
+
+pytz==2022.7.1
+
+pywin32-ctypes==0.2.0 ; sys_platform == 'win32'
+
+pyyaml==6.0
+
+readme-renderer==37.3 ; python_version >= '3.7'
+
+requests==2.28.2 ; python_version >= '3.7' and python_version < '4'
+
+requests-toolbelt==0.10.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+restructuredtext-lint==1.4.0
+
+rfc3986==2.0.0 ; python_version >= '3.7'
+
+rich==13.3.1 ; python_full_version >= '3.7.0'
+
+setuptools==67.1.0 ; python_version >= '3.7'
+
+six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+snowballstemmer==2.2.0
+
+sphinx==6.1.3
+
+sphinxcontrib-applehelp==1.0.4 ; python_version >= '3.8'
+
+sphinxcontrib-devhelp==1.0.2 ; python_version >= '3.5'
+
+sphinxcontrib-htmlhelp==2.0.1 ; python_version >= '3.8'
+
+sphinxcontrib-jsmath==1.0.1 ; python_version >= '3.5'
+
+sphinxcontrib-qthelp==1.0.3 ; python_version >= '3.5'
+
+sphinxcontrib-serializinghtml==1.1.5 ; python_version >= '3.5'
+
+stevedore==4.1.1 ; python_version >= '3.8'
+
+tomli==2.0.1 ; python_version < '3.11'
+
+tomlkit==0.11.6 ; python_version >= '3.6'
+
+twine==4.0.2
+
+urllib3==1.26.14 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+
+webencodings==0.5.1
+
+wrapt==1.14.1
+
+zipp==3.12.0 ; python_version >= '3.7'
+
+cffi==1.15.1
+
+clr-loader==0.2.5 ; python_version >= '3.7'
+
+numpy==1.24.1 ; python_version >= '3.10'
+
+pandas==1.5.2
+
+-e .
+
+pycparser==2.21
+
+python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+
+pythonnet==3.0.1
+
diff --git a/setup.cfg b/setup.cfg
index f17bb0aa..36e13617 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -35,10 +35,10 @@ packages =
     PIconnect
     PIconnect._typing
 install_requires =
-    pandas
-    wrapt
-    pytz
-    pythonnet
+    pandas==1.5.2
+    wrapt==1.14.1
+    pytz==2022.7.1
+    pythonnet==3.0.1
 python_requires = >= 3.8
 include_package_data = True
 zip_safe=False
diff --git a/tests/test_PIAF.py b/tests/test_PIAF.py
index b353d448..615fa362 100644
--- a/tests/test_PIAF.py
+++ b/tests/test_PIAF.py
@@ -1,5 +1,5 @@
 """Test communication with the PI AF system"""
-from typing import cast
+from typing import cast, List
 import pytest
 
 import PIconnect as PI
@@ -49,3 +49,13 @@ def test_children(self):
         with PI.PIAFDatabase() as db:
             children = db.children
         assert isinstance(children, dict)
+
+
+class TestDatabaseSearch:
+    """Test retrieving attributes"""
+
+    def test_search(self):
+        """Test that calling attributes on the database returns a list of attributes"""
+        with PI.PIAFDatabase() as db:
+            attributes = db.search([r'', r''])
+        assert isinstance(attributes, list)