diff --git a/cyclops/query/ops.py b/cyclops/query/ops.py
index a983c5ebd..626a6d253 100644
--- a/cyclops/query/ops.py
+++ b/cyclops/query/ops.py
@@ -2915,6 +2915,46 @@ def __call__(self, table: TableTypes) -> Subquery:
         return select(table).where(cond).subquery()
 
 
+class DropEmpty(QueryOp):
+    """Remove rows with empty values in some specified columns.
+
+    Parameters
+    ----------
+    cols
+        Columns in which, if a value is empty, the corresponding row is removed.
+
+    Examples
+    --------
+    >>> DropEmpty("col1")(table)
+    >>> DropEmpty(["col1", "col2"])(table)
+
+    """
+
+    def __init__(self, cols: typing.Union[str, typing.List[str]]):
+        super().__init__()
+        self.cols = cols
+
+    def __call__(self, table: TableTypes) -> Subquery:
+        """Process the table.
+
+        Parameters
+        ----------
+        table
+            Table on which to perform the operation.
+
+        Returns
+        -------
+        sqlalchemy.sql.selectable.Subquery
+            Processed table.
+
+        """
+        self.cols = to_list(self.cols)
+        table = _process_checks(table, cols=self.cols)
+
+        cond = and_(*[not_equals(get_column(table, col), "") for col in self.cols])
+        return select(table).where(cond).subquery()
+
+
 class Apply(QueryOp):
     """Apply function(s) to column(s).
 
diff --git a/docs/source/tutorials/gemini/query_api.ipynb b/docs/source/tutorials/gemini/query_api.ipynb
index 1a3f4c8b9..ce7c159aa 100644
--- a/docs/source/tutorials/gemini/query_api.ipynb
+++ b/docs/source/tutorials/gemini/query_api.ipynb
@@ -26,36 +26,46 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-03-21 17:09:15,267 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Database setup, ready to run queries!\n"
+      "2023-09-21 09:17:45,449 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Database setup, ready to run queries!\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "['information_schema.sql_implementation_info',\n",
-       " 'information_schema.sql_parts',\n",
-       " 'information_schema.sql_sizing',\n",
-       " 'information_schema.sql_features',\n",
-       " 'public.ip_administrative',\n",
+       "['public.lookup_icd10_ca_description',\n",
+       " 'public.lookup_statcan',\n",
+       " 'public.lookup_cci',\n",
+       " 'public.lookup_icd10_ca_to_ccsr',\n",
+       " 'public.lookup_ip_administrative',\n",
+       " 'public.lookup_lab_concept',\n",
+       " 'public.lookup_vitals_concept',\n",
+       " 'public.lookup_pharmacy_concept',\n",
+       " 'public.lookup_diagnosis',\n",
+       " 'public.locality_variables',\n",
+       " 'public.admdad',\n",
        " 'public.derived_variables',\n",
-       " 'public.diagnosis',\n",
-       " 'public.vitals',\n",
-       " 'public.intervention',\n",
-       " 'public.er_administrative',\n",
-       " 'public.imaging',\n",
-       " 'public.pharmacy',\n",
+       " 'public.ipscu',\n",
+       " 'public.lookup_phy_characteristics',\n",
        " 'public.lab',\n",
-       " 'public.room_transfer',\n",
-       " 'public.ip_scu',\n",
-       " 'public.lookup_ip_administrative',\n",
+       " 'public.ipintervention',\n",
        " 'public.lookup_ccsr',\n",
-       " 'public.hospital',\n",
-       " 'public.lookup_er_administrative',\n",
-       " 'public.blood_transfusion',\n",
+       " 'public.lookup_pharmacy_route',\n",
+       " 'public.lookup_transfusion_concept',\n",
        " 'public.lookup_ip_scu',\n",
-       " 'public.lookup_diagnosis',\n",
+       " 'public.lookup_er_administrative',\n",
+       " 'public.lookup_imaging',\n",
+       " 'public.pharmacy',\n",
+       " 'public.radiology',\n",
+       " 'public.lookup_transfer',\n",
+       " 'public.ipdiagnosis',\n",
        " 'public.lookup_room_transfer',\n",
-       " 'public.lookup_imaging']"
+       " 'public.er',\n",
+       " 'public.erdiagnosis',\n",
+       " 'public.erintervention',\n",
+       " 'public.roomtransfer',\n",
+       " 'public.transfusion',\n",
+       " 'public.vitals',\n",
+       " 'public.lookup_hospital_num']"
       ]
      },
      "execution_count": 1,
@@ -72,12 +82,12 @@
     "\n",
     "querier = GEMINIQuerier(\n",
     "    host=\"db.gemini-hpc.ca\",\n",
-    "    database=\"delirium_v3_0_0\",\n",
+    "    database=\"delirium_v4_0_1\",\n",
     "    user=\"username\",\n",
     "    password=\"password\",\n",
     ")\n",
     "# List all tables.\n",
-    "querier.list_tables()"
+    "querier.list_tables(\"public\")"
    ]
   },
   {
@@ -98,15 +108,15 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-03-21 17:09:20,365 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
-      "2023-03-21 17:09:20,366 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 4.825447 s\n"
+      "2023-09-21 09:17:51,902 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
+      "2023-09-21 09:17:51,903 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 6.093352 s\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "189606 rows extracted!\n"
+      "189734 rows extracted!\n"
      ]
     }
    ],
@@ -118,8 +128,8 @@
     "    ),\n",
     "    qo.Distinct(\"patient_id_hashed\"),\n",
     ")\n",
-    "encounters_qi = querier.public.ip_administrative(ops=ops)\n",
-    "encounters = encounters_qi.run()\n",
+    "encounters = querier.public.admdad()\n",
+    "encounters = encounters.ops(ops).run()\n",
     "print(f\"{len(encounters)} rows extracted!\")"
    ]
   },
@@ -141,25 +151,27 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-03-21 17:09:21,372 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
-      "2023-03-21 17:09:21,373 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 0.992901 s\n"
+      "2023-09-21 09:17:52,591 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
+      "2023-09-21 09:17:52,592 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 0.675141 s\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "17071 rows extracted!\n"
+      "32567 rows extracted!\n"
      ]
     }
    ],
    "source": [
     "ops = qo.Sequential(\n",
+    "    qo.Cast(\"discharge_date_time\", \"timestamp\"),\n",
     "    qo.ConditionAfterDate(\"discharge_date_time\", \"2015-04-01\"),\n",
     "    qo.ConditionBeforeDate(\"discharge_date_time\", \"2016-03-31\"),\n",
     ")\n",
-    "encounters_qi = querier.get_interface(encounters_qi.query, ops=ops)\n",
-    "encounters = encounters_qi.run()\n",
+    "encounters_query = querier.public.admdad()\n",
+    "encounters_query = encounters_query.ops(ops)\n",
+    "encounters = encounters_query.run()\n",
     "print(f\"{len(encounters)} rows extracted!\")"
    ]
   },
@@ -181,8 +193,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-03-21 17:09:22,181 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
-      "2023-03-21 17:09:22,182 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 0.800708 s\n"
+      "2023-09-21 09:17:52,856 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
+      "2023-09-21 09:17:52,857 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 0.145693 s\n"
      ]
     },
     {
@@ -194,9 +206,8 @@
     }
    ],
    "source": [
-    "ops = qo.GroupByAggregate(\"hospital_id\", {\"hospital_id\": (\"count\", \"count\")})\n",
-    "encounters_per_site_qi = querier.get_interface(encounters_qi.query, ops=ops)\n",
-    "encounters_per_site = encounters_per_site_qi.run()\n",
+    "ops = qo.GroupByAggregate(\"hospital_num\", {\"hospital_num\": (\"count\", \"count\")})\n",
+    "encounters_per_site = encounters_query.ops(ops).run()\n",
     "print(f\"{len(encounters_per_site)} rows extracted!\")"
    ]
   },
@@ -205,7 +216,7 @@
    "id": "848c5b90-1e66-4a5a-9ebb-9c0caa105c3f",
    "metadata": {},
    "source": [
-    "## Example 2a. How many sodium tests were placed between Apr 1, 2015 and May 31, 2015 at SMH?"
+    "## Example 2a. How many sodium tests were placed between Apr 1, 2015 and May 31, 2015 at hospital 101?"
    ]
   },
   {
@@ -218,76 +229,37 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2023-03-21 17:09:59,972 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
-      "2023-03-21 17:09:59,973 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 37.740935 s\n"
+      "2023-09-21 09:26:19,814 \u001b[1;37mINFO\u001b[0m cyclops.query.orm - Query returned successfully!\n",
+      "2023-09-21 09:26:19,815 \u001b[1;37mINFO\u001b[0m cyclops.utils.profile - Finished executing function run_query in 506.939296 s\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1 rows extracted!\n"
+      "1 rows extracted!\n",
+      "   hospital_num  count\n",
+      "0           101   9305\n"
      ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>hospital_id</th>\n",
-       "      <th>count</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>SMH</td>\n",
-       "      <td>6053</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  hospital_id  count\n",
-       "0         SMH   6053"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
-    "encounter_ops = qo.ConditionEquals(\"hospital_id\", \"SMH\")\n",
-    "encounters_qi = querier.public.ip_administrative(ops=encounter_ops)\n",
+    "encounters = querier.public.admdad()\n",
+    "encounters = encounters.ops(qo.ConditionEquals(\"hospital_num\", 101))\n",
     "lab_ops = qo.Sequential(\n",
-    "    qo.ConditionAfterDate(\"sample_collection_date_time\", \"2015-04-01\"),\n",
-    "    qo.ConditionBeforeDate(\"sample_collection_date_time\", \"2015-05-31\"),\n",
-    "    qo.ConditionSubstring(\"lab_test_name_mapped\", \"sodium\"),\n",
-    "    qo.GroupByAggregate(\"hospital_id\", {\"hospital_id\": (\"count\", \"count\")}),\n",
+    "    qo.DropEmpty(\"collection_date_time\"),\n",
+    "    qo.Cast(\"collection_date_time\", \"timestamp\"),\n",
+    "    qo.ConditionAfterDate(\"collection_date_time\", \"2015-04-01\"),\n",
+    "    qo.ConditionBeforeDate(\"collection_date_time\", \"2015-05-31\"),\n",
+    "    qo.ConditionSubstring(\"test_type_mapped\", \"sodium\"),\n",
     ")\n",
-    "lab_qi = querier.public.lab(\n",
-    "    ops=lab_ops,\n",
-    "    join=qo.JoinArgs(join_table=encounters_qi.query, on=\"genc_id\"),\n",
+    "labs = querier.public.lab()\n",
+    "labs = labs.ops(lab_ops)\n",
+    "encounters_labs = encounters.join(labs, on=\"genc_id\")\n",
+    "encounters_labs = encounters_labs.ops(\n",
+    "    qo.GroupByAggregate(\"hospital_num\", {\"hospital_num\": (\"count\", \"count\")}),\n",
     ")\n",
-    "sodium_tests = lab_qi.run()\n",
+    "sodium_tests = encounters_labs.run()\n",
     "print(f\"{len(sodium_tests)} rows extracted!\")\n",
     "print(sodium_tests)"
    ]
diff --git a/poetry.lock b/poetry.lock
index 1130c2135..0069e8060 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -291,24 +291,24 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.0.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
-    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+    {file = "anyio-4.0.0-py3-none-any.whl", hash = "sha256:cfdb2b588b9fc25ede96d8db56ed50848b0b649dca3dd1df0b11f683bb9e0b5f"},
+    {file = "anyio-4.0.0.tar.gz", hash = "sha256:f7ed51751b2c2add651e5747c891b47e26d2a21be5d32d9311dfe9692f3e5d7a"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.22)"]
 
 [[package]]
 name = "appnope"
@@ -1218,34 +1218,34 @@ python-dateutil = "*"
 
 [[package]]
 name = "cryptography"
-version = "41.0.3"
+version = "41.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-41.0.3-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:652627a055cb52a84f8c448185922241dd5217443ca194d5739b44612c5e6507"},
-    {file = "cryptography-41.0.3-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:8f09daa483aedea50d249ef98ed500569841d6498aa9c9f4b0531b9964658922"},
-    {file = "cryptography-41.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4fd871184321100fb400d759ad0cddddf284c4b696568204d281c902fc7b0d81"},
-    {file = "cryptography-41.0.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84537453d57f55a50a5b6835622ee405816999a7113267739a1b4581f83535bd"},
-    {file = "cryptography-41.0.3-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:3fb248989b6363906827284cd20cca63bb1a757e0a2864d4c1682a985e3dca47"},
-    {file = "cryptography-41.0.3-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:42cb413e01a5d36da9929baa9d70ca90d90b969269e5a12d39c1e0d475010116"},
-    {file = "cryptography-41.0.3-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:aeb57c421b34af8f9fe830e1955bf493a86a7996cc1338fe41b30047d16e962c"},
-    {file = "cryptography-41.0.3-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:6af1c6387c531cd364b72c28daa29232162010d952ceb7e5ca8e2827526aceae"},
-    {file = "cryptography-41.0.3-cp37-abi3-win32.whl", hash = "sha256:0d09fb5356f975974dbcb595ad2d178305e5050656affb7890a1583f5e02a306"},
-    {file = "cryptography-41.0.3-cp37-abi3-win_amd64.whl", hash = "sha256:a983e441a00a9d57a4d7c91b3116a37ae602907a7618b882c8013b5762e80574"},
-    {file = "cryptography-41.0.3-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:5259cb659aa43005eb55a0e4ff2c825ca111a0da1814202c64d28a985d33b087"},
-    {file = "cryptography-41.0.3-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:67e120e9a577c64fe1f611e53b30b3e69744e5910ff3b6e97e935aeb96005858"},
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-    {file = "cryptography-41.0.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:ce785cf81a7bdade534297ef9e490ddff800d956625020ab2ec2780a556c313e"},
-    {file = "cryptography-41.0.3-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:57a51b89f954f216a81c9d057bf1a24e2f36e764a1ca9a501a6964eb4a6800dd"},
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-    {file = "cryptography-41.0.3-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:41d7aa7cdfded09b3d73a47f429c298e80796c8e825ddfadc84c8a7f12df212d"},
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-    {file = "cryptography-41.0.3-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:ab8de0d091acbf778f74286f4989cf3d1528336af1b59f3e5d2ebca8b5fe49e1"},
-    {file = "cryptography-41.0.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a74fbcdb2a0d46fe00504f571a2a540532f4c188e6ccf26f1f178480117b33c4"},
-    {file = "cryptography-41.0.3.tar.gz", hash = "sha256:6d192741113ef5e30d89dcb5b956ef4e1578f304708701b8b73d38e3e1461f34"},
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 ]
 
 [package.dependencies]
@@ -1484,19 +1484,19 @@ tabulate = ">=0.7.7"
 
 [[package]]
 name = "datasets"
-version = "2.14.4"
+version = "2.14.5"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "datasets-2.14.4-py3-none-any.whl", hash = "sha256:29336bd316a7d827ccd4da2236596279b20ca2ac78f64c04c9483da7cbc2459b"},
-    {file = "datasets-2.14.4.tar.gz", hash = "sha256:ef29c2b5841de488cd343cfc26ab979bff77efa4d2285af51f1ad7db5c46a83b"},
+    {file = "datasets-2.14.5-py3-none-any.whl", hash = "sha256:dd4155091034cba04d5a28711f2ed3944275ed15c5d0c5a2d0b6b9ea34a2bdfe"},
+    {file = "datasets-2.14.5.tar.gz", hash = "sha256:b738a86540ab8e1a7806c8a3790b67be0056318d0c5d5a58a1b0dbdd76c0f568"},
 ]
 
 [package.dependencies]
 aiohttp = "*"
 dill = ">=0.3.0,<0.3.8"
-fsspec = {version = ">=2021.11.1", extras = ["http"]}
+fsspec = {version = ">=2023.1.0,<2023.9.0", extras = ["http"]}
 huggingface-hub = ">=0.14.0,<1.0.0"
 multiprocess = "*"
 numpy = ">=1.17"
@@ -1719,17 +1719,16 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastapi"
-version = "0.103.1"
+version = "0.103.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "fastapi-0.103.1-py3-none-any.whl", hash = "sha256:5e5f17e826dbd9e9b5a5145976c5cd90bcaa61f2bf9a69aca423f2bcebe44d83"},
-    {file = "fastapi-0.103.1.tar.gz", hash = "sha256:345844e6a82062f06a096684196aaf96c1198b25c06b72c1311b882aa2d8a35d"},
+    {file = "fastapi-0.103.0-py3-none-any.whl", hash = "sha256:61ab72c6c281205dd0cbaccf503e829a37e0be108d965ac223779a8479243665"},
+    {file = "fastapi-0.103.0.tar.gz", hash = "sha256:4166732f5ddf61c33e9fa4664f73780872511e0598d4d5434b1816dc1e6d9421"},
 ]
 
 [package.dependencies]
-anyio = ">=3.7.1,<4.0.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
 starlette = ">=0.27.0,<0.28.0"
 typing-extensions = ">=4.5.0"
@@ -1960,13 +1959,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.9.1"
+version = "2023.6.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2023.9.1-py3-none-any.whl", hash = "sha256:99a974063b6cced36cfaa61aa8efb05439c6fea2dafe65930e7ab46f9d2f8930"},
-    {file = "fsspec-2023.9.1.tar.gz", hash = "sha256:da8cfe39eeb65aaa69074d5e0e4bbc9b7ef72d69c0587a31cab981eefdb3da13"},
+    {file = "fsspec-2023.6.0-py3-none-any.whl", hash = "sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a"},
+    {file = "fsspec-2023.6.0.tar.gz", hash = "sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af"},
 ]
 
 [package.dependencies]
@@ -2405,21 +2404,21 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.0.1"
+version = "6.1.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.0.1-py3-none-any.whl", hash = "sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf"},
-    {file = "importlib_resources-6.0.1.tar.gz", hash = "sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4"},
+    {file = "importlib_resources-6.1.0-py3-none-any.whl", hash = "sha256:aa50258bbfa56d4e33fbd8aa3ef48ded10d1735f11532b8df95388cc6bdb7e83"},
+    {file = "importlib_resources-6.1.0.tar.gz", hash = "sha256:9d48dcccc213325e810fd723e7fbb45ccb39f6cf5c31f00cf2b965f5f10f3cb9"},
 ]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -2990,13 +2989,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.19.0"
+version = "4.19.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"},
-    {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"},
+    {file = "jsonschema-4.19.1-py3-none-any.whl", hash = "sha256:cd5f1f9ed9444e554b38ba003af06c0a8c2868131e56bfbef0550fb450c0330e"},
+    {file = "jsonschema-4.19.1.tar.gz", hash = "sha256:ec84cc37cfa703ef7cd4928db24f9cb31428a5d0fa77747b8b51a847458e0bbf"},
 ]
 
 [package.dependencies]
@@ -3053,27 +3052,26 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.9"
+version = "8.3.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-7.4.9-py3-none-any.whl", hash = "sha256:214668aaea208195f4c13d28eb272ba79f945fc0cf3f11c7092c20b2ca1980e7"},
-    {file = "jupyter_client-7.4.9.tar.gz", hash = "sha256:52be28e04171f07aed8f20e1616a5a552ab9fee9cbbe6c1896ae170c3880d392"},
+    {file = "jupyter_client-8.3.1-py3-none-any.whl", hash = "sha256:5eb9f55eb0650e81de6b7e34308d8b92d04fe4ec41cd8193a913979e33d8e1a5"},
+    {file = "jupyter_client-8.3.1.tar.gz", hash = "sha256:60294b2d5b869356c893f57b1a877ea6510d60d45cf4b38057f1672d85699ac9"},
 ]
 
 [package.dependencies]
-entrypoints = "*"
-jupyter-core = ">=4.9.2"
-nest-asyncio = ">=1.5.4"
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
-traitlets = "*"
+traitlets = ">=5.3"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-console"
@@ -4489,13 +4487,13 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "6.5.6"
+version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "notebook-6.5.6-py3-none-any.whl", hash = "sha256:c1e2eb2e3b6079a0552a04974883a48d04c3c05792170d64a4b23d707d453181"},
-    {file = "notebook-6.5.6.tar.gz", hash = "sha256:b4625a4b7a597839dd3156b140d5ba2c7123761f98245a3290f67a8b8ee048d9"},
+    {file = "notebook-6.5.4-py3-none-any.whl", hash = "sha256:dd17e78aefe64c768737b32bf171c1c766666a21cc79a44d37a1700771cab56f"},
+    {file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"},
 ]
 
 [package.dependencies]
@@ -4503,14 +4501,14 @@ argon2-cffi = "*"
 ipykernel = "*"
 ipython-genutils = "*"
 jinja2 = "*"
-jupyter-client = ">=5.3.4,<8"
+jupyter-client = ">=5.3.4"
 jupyter-core = ">=4.6.1"
 nbclassic = ">=0.4.7"
 nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
 prometheus-client = "*"
-pyzmq = ">=17,<25"
+pyzmq = ">=17"
 Send2Trash = ">=1.8.0"
 terminado = ">=0.8.3"
 tornado = ">=6.1"
@@ -4740,11 +4738,13 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
-    {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version <= \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
+    {version = ">=1.19.3", markers = "python_version >= \"3.6\" and platform_system == \"Linux\" and platform_machine == \"aarch64\" or python_version >= \"3.9\""},
+    {version = ">=1.17.0", markers = "python_version >= \"3.7\""},
+    {version = ">=1.17.3", markers = "python_version >= \"3.8\""},
+    {version = ">=1.21.2", markers = "python_version >= \"3.10\""},
+    {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""},
     {version = ">=1.23.5", markers = "python_version >= \"3.11\""},
-    {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""},
-    {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""},
 ]
 
 [[package]]
@@ -4877,8 +4877,8 @@ files = [
 [package.dependencies]
 numpy = [
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
     {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
@@ -5206,54 +5206,54 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prefect"
-version = "2.13.1"
+version = "2.11.5"
 description = "Workflow orchestration and management."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "prefect-2.13.1-py3-none-any.whl", hash = "sha256:319a33bd21270cfa80cb2c6e954b7325def934fbc7e5db3b2be149b0ef318e0c"},
-    {file = "prefect-2.13.1.tar.gz", hash = "sha256:60955f9dcffeeeee8e28ac7d22045d1d15cde8fb687fe9aa7d52ff7b95288079"},
+    {file = "prefect-2.11.5-py3-none-any.whl", hash = "sha256:a7f49155c9a8abd751faf5aa25b54d3e8b1da00adcbb384ab17988c35f8020ec"},
+    {file = "prefect-2.11.5.tar.gz", hash = "sha256:7dd2ca1d95d34dc50be4812821def5354a56af6274b23348953d3b1f4698497e"},
 ]
 
 [package.dependencies]
 aiosqlite = ">=0.17.0"
-alembic = ">=1.7.5,<2.0.0"
-anyio = ">=3.4.0,<4.0.0"
-apprise = ">=1.1.0,<2.0.0"
-asgi-lifespan = ">=1.0,<3.0"
+alembic = ">=1.7.5"
+anyio = ">=3.4.0"
+apprise = ">=1.1.0"
+asgi-lifespan = ">=1.0"
 asyncpg = ">=0.23"
 click = ">=8.0,<8.2"
-cloudpickle = ">=2.0,<3.0"
-coolname = ">=1.0.4,<3.0.0"
-croniter = ">=1.0.12,<2.0.0"
+cloudpickle = ">=2.0"
+coolname = ">=1.0.4"
+croniter = ">=1.0.12"
 cryptography = ">=36.0.1"
-dateparser = ">=1.1.1,<2.0.0"
-docker = ">=4.0,<7.0"
+dateparser = ">=1.1.1"
+docker = ">=4.0"
 fastapi = ">=0.93"
 fsspec = ">=2022.5.0"
 graphviz = ">=0.20.1"
 griffe = ">=0.20.0"
 httpx = {version = ">=0.23,<0.23.2 || >0.23.2", extras = ["http2"]}
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
-jinja2 = ">=3.0.0,<4.0.0"
-jsonpatch = ">=1.32,<2.0"
+jinja2 = ">=3.0.0"
+jsonpatch = ">=1.32"
 jsonschema = ">=3.2.0,<5.0.0"
-kubernetes = ">=24.2.0,<28.0.0"
-orjson = ">=3.7,<4.0"
-packaging = ">=21.3,<24.3"
+kubernetes = ">=24.2.0"
+orjson = ">=3.7"
+packaging = ">=21.3"
 pathspec = ">=0.8.0"
-pendulum = ">=2.1.2,<4.0.0"
+pendulum = ">=2.1.2"
 pydantic = ">=1.10.0,<2.0.0"
-python-slugify = ">=5.0,<9.0"
-pytz = ">=2021.1,<2024"
-pyyaml = ">=5.4.1,<7.0.0"
-readchar = ">=4.0.0,<5.0.0"
-rich = ">=11.0,<14.0"
+python-slugify = ">=5.0"
+pytz = ">=2021.1"
+pyyaml = ">=5.4.1"
+readchar = ">=4.0.0"
+rich = ">=11.0"
 ruamel-yaml = ">=0.17.0"
-sqlalchemy = {version = ">=1.4.22,<1.4.33 || >1.4.33,<3.0.0", extras = ["asyncio"]}
+sqlalchemy = {version = ">=1.4.22,<1.4.33 || >1.4.33", extras = ["asyncio"]}
 toml = ">=0.10.0"
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+    {file = "scikit_learn-1.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:66f7bb1fec37d65f4ef85953e1df5d3c98a0f0141d394dcdaead5a6de9170347"},
 ]
 
 [package.dependencies]
 joblib = ">=1.1.1"
-numpy = ">=1.17.3"
+numpy = ">=1.17.3,<2.0"
 scipy = ">=1.5.0"
 threadpoolctl = ">=2.0.0"
 
@@ -6803,24 +6810,26 @@ testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jar
 
 [[package]]
 name = "setuptools-scm"
-version = "7.1.0"
+version = "8.0.2"
 description = "the blessed package to manage your versions by scm tags"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "setuptools_scm-7.1.0-py3-none-any.whl", hash = "sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e"},
-    {file = "setuptools_scm-7.1.0.tar.gz", hash = "sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27"},
+    {file = "setuptools-scm-8.0.2.tar.gz", hash = "sha256:e45c8c87719b753b6d47cf09907d1239540c7e150cd44f06f658b602f402b005"},
+    {file = "setuptools_scm-8.0.2-py3-none-any.whl", hash = "sha256:b737bb0f195ae024759188e7080fe15fe6d9353e1b3f6e40b41e4d298f76c147"},
 ]
 
 [package.dependencies]
-packaging = ">=20.0"
+importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
+packaging = ">=20"
 setuptools = "*"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
-typing-extensions = "*"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
-toml = ["setuptools (>=42)"]
+docs = ["entangled-cli[rich]", "mkdocs", "mkdocs-entangled-plugin", "mkdocs-material", "mkdocstrings[python]", "pygments"]
+rich = ["rich"]
+test = ["pytest", "rich", "virtualenv (>20)"]
 
 [[package]]
 name = "shap"
@@ -7374,7 +7383,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", optional = true, markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\" or extra == \"asyncio\")"}
+greenlet = {version = "!=0.4.17", optional = true, markers = "python_version >= \"3\" and (platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\" or extra == \"asyncio\")"}
 
 [package.extras]
 aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
@@ -8135,13 +8144,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.0.4"
+version = "2.0.5"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"},
-    {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"},
+    {file = "urllib3-2.0.5-py3-none-any.whl", hash = "sha256:ef16afa8ba34a1f989db38e1dbbe0c302e4289a47856990d0682e374563ce35e"},
+    {file = "urllib3-2.0.5.tar.gz", hash = "sha256:13abf37382ea2ce6fb744d4dad67838eec857c9f4f57009891805e0b5e123594"},
 ]
 
 [package.extras]
diff --git a/tests/cyclops/query/test_ops.py b/tests/cyclops/query/test_ops.py
index 9613ab0f2..c6bc0f89b 100644
--- a/tests/cyclops/query/test_ops.py
+++ b/tests/cyclops/query/test_ops.py
@@ -28,6 +28,7 @@
     ConditionSubstring,
     Distinct,
     Drop,
+    DropEmpty,
     DropNulls,
     ExtractTimestampComponent,
     FillNull,
@@ -453,6 +454,13 @@ def test_drop_nulls(visits_table):
     assert visits["preceding_visit_occurrence_id"].isnull().sum() == 0
 
 
+@pytest.mark.integration_test()
+def test_drop_empty(visits_table):
+    """Test DropEmpty."""
+    visits = visits_table.ops(DropEmpty("visit_concept_name")).run()
+    assert (visits["visit_concept_name"] == "").sum() == 0
+
+
 @pytest.mark.integration_test()
 def test_condition_before_date(visits_table):
     """Test ConditionBeforeDate."""